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病理検査におけるAIの世界市場規模、シェア、動向分析レポート：ニューラルネットワーク別、用途別、エンドユーザー別、コンポーネント別、地域別展望と予測、2023年～2030年

Global AI in Pathology Market Size, Share & Trends Analysis Report By Neural Network, By Application (Drug Discovery, Disease Diagnosis & Prognosis, Clinical Workflow, and Others), By End User, By Component, By Regional Outlook and Forecast, 2023 - 2030

出版日: 2024年01月05日
発行: KBV Research
ページ情報: 英文 305 Pages
納期: 即納可能

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概要
図表
目次

概要

サンプル依頼リストに入れる

病理検査におけるAI市場規模は2030年までに6,630万米ドルに達し、予測期間中のCAGRは15.8%の市場成長率で上昇すると予測されます。

ホールスライドイメージングスキャナー、ソフトウェアプラットフォーム、関連インフラストラクチャーを含むデジタル病理システムの取得と導入にかかる初期費用は相当なものになる可能性があります。このような初期投資は、ヘルスケア機関、特に小規模な検査室や予算が限られている検査室にとって財政的な課題となる可能性があります。デジタル病理システムやAIツールを効果的に使用するための病理医や検査スタッフのトレーニングも、全体的なコストに上乗せされます。上記の要因により、市場の成長は今後数年間は妨げられると思われます。

ニューラルネットワークの展望

ニューラルネットワークに基づき、市場は生成的敵対ネットワーク（GAN）、畳み込みニューラルネットワーク（CNN）、リカレントニューラルネットワーク（RNN）、その他に細分化されます。生成的敵対ネットワーク（GAN）セグメントは、2022年の市場で大きな収益シェアを獲得しました。GANは、リアルな画像の生成に広く利用されています。GANは、高解像度画像の生成、アート生成、ディープフェイク生成などに応用されています。GANは様々な領域でデータ増強に採用され、モデルの頑健性を高めるために追加の学習サンプルを生成します。GANは画像の解像度を向上させ、低解像度の入力画像から高品質の画像を生成することができます。GANはテキスト記述からリアルな画像を生成することができ、自然言語とグラフィックコンテンツのギャップを埋めることができます。

用途の展望

用途別では、市場は創薬、疾病診断・予後、臨床ワークフロー、その他に分類されます。2022年には、創薬が市場で最も高い収益シェアを記録しました。AIアルゴリズムは、ハイスループットスクリーニングプロセスから得られる大規模データセットを分析できます。これには、創薬パイプラインで生成される細胞培養、病理組織学的画像、その他のデータの解析が含まれます。分析作業を自動化することで、潜在的な医薬品候補の同定を迅速に行うことができます。AIは薬物と生物学的経路の相互作用を調べることができます。薬物が疾患病態の文脈で特定の経路にどのように影響するかを理解することは、介入を合理化し、潜在的な相乗効果や拮抗作用を特定するのに役立ちます。

エンドユーザーの展望

エンドユーザー別では、市場は製薬・バイオテクノロジー企業、病院・基準検査室、学術・研究機関に分類されます。病院・基準検査室セグメントは、2022年の市場でかなりの収益シェアを占めています。AIは、ガラススライドをデジタル化して遠隔で閲覧・分析するデジタル病理検査の導入をサポートします。これにより、病院内または異なる場所にいる病理医間のコラボレーション、セカンドオピニオン、コンサルテーションが容易になります。AIは病理医の意思決定支援システムであり、診断プロセスにおいてリアルタイムの支援を提供します。AIは病理医の継続的な学習やトレーニングプログラムにも利用できます。バーチャルシミュレーション、インタラクティブ学習モジュール、AI支援トレーニングは、継続的な専門能力開発に貢献します。

コンポーネントの展望

コンポーネント別に見ると、市場はソフトウェアとスキャナーに区分されます。ソフトウェアセグメントは、2022年の市場でかなりの収益シェアを獲得しました。この大きなシェアは、病理医がAIベースのソフトウェアを広く受け入れ、活用していることに起因しています。高い適応性、相互運用性、画像解析、データ抽出、レポート作成を含むさまざまな病理検査の自動化は、ソフトウェアセグメントの利点の一部です。病理学におけるAIソフトウェアの採用と発展は、これらの要因によって推進されており、病気の検出、診断、治療計画の進歩に大きな見通しをもたらしています。

地域別展望

地域別に見ると、市場は北米、欧州、アジア太平洋、LAMEAで分析されます。アジア太平洋地域は、2022年の市場においてかなりの収益シェアを獲得しました。同地域の大規模で多様な患者集団は、AIアルゴリズムのトレーニングと検証に豊富なデータを提供します。病理学におけるAIモデルは、患者の属性や病態の多様性から恩恵を受け、その一般化可能性を高めています。ヘルスケアプロバイダーと、AIを専門とする企業を含むテクノロジー企業とのコラボレーションは、アジア太平洋地域における病理学分野のAIソリューションの開発と展開を加速させます。

市場の大手企業は、市場での競争力を維持するため、多様な革新的製品で競争しています。上図は、同市場における主要企業の収益比率を示しています。市場の大手企業は、さまざまな産業からの需要に応えるため、さまざまな戦略を採用しています。同市場における主要な開発戦略は、買収とパートナーシップ＆コラボレーションです。

北米の市場
- ニューラルネットワーク別
- 用途別
- エンドユーザー別
- コンポーネント別
- 国別
  - 米国の病理検査におけるAI市場
  - カナダの病理検査におけるAI市場
  - メキシコの病理検査におけるAI市場
  - その他北米の市場
欧州の市場
- ニューラルネットワーク別
- 用途別
- エンドユーザー別
- コンポーネント別
- 国別
  - ドイツの病理検査におけるAI市場
  - 英国の病理検査におけるAI市場
  - フランスの病理検査におけるAI市場
  - ロシアの病理検査におけるAI市場
  - スペインの病理検査におけるAI市場
  - イタリアの病理検査におけるAI市場
  - その他欧州の市場
アジア太平洋の市場
- ニューラルネットワーク別
- 用途別
- エンドユーザー別
- コンポーネント別
- 国別
  - 病理市場における中国AI
  - 病理市場における日本のAI
  - インドの病理検査におけるAI市場
  - 韓国の病理検査におけるAI市場
  - シンガポールの病理検査におけるAI市場
  - マレーシアの病理検査におけるAI市場
  - その他アジア太平洋の市場
ラテンアメリカ・中東・アフリカの市場
- ニューラルネットワーク別
- 用途別
- エンドユーザー別
- コンポーネント別
- 国別
  - ブラジルの病理検査におけるAI市場
  - アルゼンチンの病理検査におけるAI市場
  - UAEの病理検査におけるAI市場
  - サウジアラビアの病理検査におけるAI市場
  - 南アフリカの病理検査におけるAI市場
  - ナイジェリアの病理検査におけるAI市場
  - その他ラテンアメリカ・中東・アフリカの市場

第10章企業プロファイル

Koninklijke Philips NV
F Hoffmann-La Roche Ltd.
Hologic, Inc
Visiopharm A/S
Paige AI, Inc
PathAI, Inc
Aiforia Technologies Plc
Indica Labs, Inc
Optrascan, Inc（Optra Ventures, LLC）
MindPeak GmbH

第11章市場の成功必須条件

図表

LIST OF TABLES

TABLE 1 Global AI in Pathology Market, 2019 - 2022, USD Thousands
TABLE 2 Global AI in Pathology Market, 2023 - 2030, USD Thousands
TABLE 3 Global AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
TABLE 4 Global AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
TABLE 5 Global Convolutional neural networks (CNNs) Market, By Region, 2019 - 2022, USD Thousands
TABLE 6 Global Convolutional neural networks (CNNs) Market, By Region, 2023 - 2030, USD Thousands
TABLE 7 Global Generative adversarial networks (GANs) Market, By Region, 2019 - 2022, USD Thousands
TABLE 8 Global Generative adversarial networks (GANs) Market, By Region, 2023 - 2030, USD Thousands
TABLE 9 Global Recurrent neural networks (RNNs) Market, By Region, 2019 - 2022, USD Thousands
TABLE 10 Global Recurrent neural networks (RNNs) Market, By Region, 2023 - 2030, USD Thousands
TABLE 11 Global Others Market, By Region, 2019 - 2022, USD Thousands
TABLE 12 Global Others Market, By Region, 2023 - 2030, USD Thousands
TABLE 13 Global AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
TABLE 14 Global AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
TABLE 15 Global Drug Discovery Market, By Region, 2019 - 2022, USD Thousands
TABLE 16 Global Drug Discovery Market, By Region, 2023 - 2030, USD Thousands
TABLE 17 Global Disease Diagnosis & Prognosis Market, By Region, 2019 - 2022, USD Thousands
TABLE 18 Global Disease Diagnosis & Prognosis Market, By Region, 2023 - 2030, USD Thousands
TABLE 19 Global Clinical Workflow Market, By Region, 2019 - 2022, USD Thousands
TABLE 20 Global Clinical Workflow Market, By Region, 2023 - 2030, USD Thousands
TABLE 21 Global Others Market, By Region, 2019 - 2022, USD Thousands
TABLE 22 Global Others Market, By Region, 2023 - 2030, USD Thousands
TABLE 23 Global AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
TABLE 24 Global AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
TABLE 25 Global Pharmaceutical & Biotechnology Companies Market, By Region, 2019 - 2022, USD Thousands
TABLE 26 Global Pharmaceutical & Biotechnology Companies Market, By Region, 2023 - 2030, USD Thousands
TABLE 27 Global Hospitals & Reference Laboratories Market, By Region, 2019 - 2022, USD Thousands
TABLE 28 Global Hospitals & Reference Laboratories Market, By Region, 2023 - 2030, USD Thousands
TABLE 29 Global Academic & Research Institutes Market, By Region, 2019 - 2022, USD Thousands
TABLE 30 Global Academic & Research Institutes Market, By Region, 2023 - 2030, USD Thousands
TABLE 31 Global AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
TABLE 32 Global AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
TABLE 33 Global Scanners Market, By Region, 2019 - 2022, USD Thousands
TABLE 34 Global Scanners Market, By Region, 2023 - 2030, USD Thousands
TABLE 35 Global Software Market, By Region, 2019 - 2022, USD Thousands
TABLE 36 Global Software Market, By Region, 2023 - 2030, USD Thousands
TABLE 37 Global AI in Pathology Market, By Region, 2019 - 2022, USD Thousands
TABLE 38 Global AI in Pathology Market, By Region, 2023 - 2030, USD Thousands
TABLE 39 North America AI in Pathology Market, 2019 - 2022, USD Thousands
TABLE 40 North America AI in Pathology Market, 2023 - 2030, USD Thousands
TABLE 41 North America AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
TABLE 42 North America AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
TABLE 43 North America Convolutional neural networks (CNNs) Market, By Country, 2019 - 2022, USD Thousands
TABLE 44 North America Convolutional neural networks (CNNs) Market, By Country, 2023 - 2030, USD Thousands
TABLE 45 North America Generative adversarial networks (GANs) Market, By Country, 2019 - 2022, USD Thousands
TABLE 46 North America Generative adversarial networks (GANs) Market, By Country, 2023 - 2030, USD Thousands
TABLE 47 North America Recurrent neural networks (RNNs) Market, By Country, 2019 - 2022, USD Thousands
TABLE 48 North America Recurrent neural networks (RNNs) Market, By Country, 2023 - 2030, USD Thousands
TABLE 49 North America Others Market, By Country, 2019 - 2022, USD Thousands
TABLE 50 North America Others Market, By Country, 2023 - 2030, USD Thousands
TABLE 51 North America AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
TABLE 52 North America AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
TABLE 53 North America Drug Discovery Market, By Country, 2019 - 2022, USD Thousands
TABLE 54 North America Drug Discovery Market, By Country, 2023 - 2030, USD Thousands
TABLE 55 North America Disease Diagnosis & Prognosis Market, By Country, 2019 - 2022, USD Thousands
TABLE 56 North America Disease Diagnosis & Prognosis Market, By Country, 2023 - 2030, USD Thousands
TABLE 57 North America Clinical Workflow Market, By Country, 2019 - 2022, USD Thousands
TABLE 58 North America Clinical Workflow Market, By Country, 2023 - 2030, USD Thousands
TABLE 59 North America Others Market, By Country, 2019 - 2022, USD Thousands
TABLE 60 North America Others Market, By Country, 2023 - 2030, USD Thousands
TABLE 61 North America AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
TABLE 62 North America AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
TABLE 63 North America Pharmaceutical & Biotechnology Companies Market, By Country, 2019 - 2022, USD Thousands
TABLE 64 North America Pharmaceutical & Biotechnology Companies Market, By Country, 2023 - 2030, USD Thousands
TABLE 65 North America Hospitals & Reference Laboratories Market, By Country, 2019 - 2022, USD Thousands
TABLE 66 North America Hospitals & Reference Laboratories Market, By Country, 2023 - 2030, USD Thousands
TABLE 67 North America Academic & Research Institutes Market, By Country, 2019 - 2022, USD Thousands
TABLE 68 North America Academic & Research Institutes Market, By Country, 2023 - 2030, USD Thousands
TABLE 69 North America AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
TABLE 70 North America AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
TABLE 71 North America Scanners Market, By Country, 2019 - 2022, USD Thousands
TABLE 72 North America Scanners Market, By Country, 2023 - 2030, USD Thousands
TABLE 73 North America Software Market, By Country, 2019 - 2022, USD Thousands
TABLE 74 North America Software Market, By Country, 2023 - 2030, USD Thousands
TABLE 75 North America AI in Pathology Market, By Country, 2019 - 2022, USD Thousands
TABLE 76 North America AI in Pathology Market, By Country, 2023 - 2030, USD Thousands
TABLE 77 US AI in Pathology Market, 2019 - 2022, USD Thousands
TABLE 78 US AI in Pathology Market, 2023 - 2030, USD Thousands
TABLE 79 US AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
TABLE 80 US AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
TABLE 81 US AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
TABLE 82 US AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
TABLE 83 US AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
TABLE 84 US AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
TABLE 85 US AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
TABLE 86 US AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
TABLE 87 Canada AI in Pathology Market, 2019 - 2022, USD Thousands
TABLE 88 Canada AI in Pathology Market, 2023 - 2030, USD Thousands
TABLE 89 Canada AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
TABLE 90 Canada AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
TABLE 91 Canada AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
TABLE 92 Canada AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
TABLE 93 Canada AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
TABLE 94 Canada AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
TABLE 95 Canada AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
TABLE 96 Canada AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
TABLE 97 Mexico AI in Pathology Market, 2019 - 2022, USD Thousands
TABLE 98 Mexico AI in Pathology Market, 2023 - 2030, USD Thousands
TABLE 99 Mexico AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
TABLE 100 Mexico AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
TABLE 101 Mexico AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
TABLE 102 Mexico AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
TABLE 103 Mexico AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
TABLE 104 Mexico AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
TABLE 105 Mexico AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
TABLE 106 Mexico AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
TABLE 107 Rest of North America AI in Pathology Market, 2019 - 2022, USD Thousands
TABLE 108 Rest of North America AI in Pathology Market, 2023 - 2030, USD Thousands
TABLE 109 Rest of North America AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
TABLE 110 Rest of North America AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
TABLE 111 Rest of North America AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
TABLE 112 Rest of North America AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
TABLE 113 Rest of North America AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
TABLE 114 Rest of North America AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
TABLE 115 Rest of North America AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
TABLE 116 Rest of North America AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
TABLE 117 Europe AI in Pathology Market, 2019 - 2022, USD Thousands
TABLE 118 Europe AI in Pathology Market, 2023 - 2030, USD Thousands
TABLE 119 Europe AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
TABLE 120 Europe AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
TABLE 121 Europe Convolutional neural networks (CNNs) Market, By Country, 2019 - 2022, USD Thousands
TABLE 122 Europe Convolutional neural networks (CNNs) Market, By Country, 2023 - 2030, USD Thousands
TABLE 123 Europe Generative adversarial networks (GANs) Market, By Country, 2019 - 2022, USD Thousands
TABLE 124 Europe Generative adversarial networks (GANs) Market, By Country, 2023 - 2030, USD Thousands
TABLE 125 Europe Recurrent neural networks (RNNs) Market, By Country, 2019 - 2022, USD Thousands
TABLE 126 Europe Recurrent neural networks (RNNs) Market, By Country, 2023 - 2030, USD Thousands
TABLE 127 Europe Others Market, By Country, 2019 - 2022, USD Thousands
TABLE 128 Europe Others Market, By Country, 2023 - 2030, USD Thousands
TABLE 129 Europe AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
TABLE 130 Europe AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
TABLE 131 Europe Drug Discovery Market, By Country, 2019 - 2022, USD Thousands
TABLE 132 Europe Drug Discovery Market, By Country, 2023 - 2030, USD Thousands
TABLE 133 Europe Disease Diagnosis & Prognosis Market, By Country, 2019 - 2022, USD Thousands
TABLE 134 Europe Disease Diagnosis & Prognosis Market, By Country, 2023 - 2030, USD Thousands
TABLE 135 Europe Clinical Workflow Market, By Country, 2019 - 2022, USD Thousands
TABLE 136 Europe Clinical Workflow Market, By Country, 2023 - 2030, USD Thousands
TABLE 137 Europe Others Market, By Country, 2019 - 2022, USD Thousands
TABLE 138 Europe Others Market, By Country, 2023 - 2030, USD Thousands
TABLE 139 Europe AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
TABLE 140 Europe AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
TABLE 141 Europe Pharmaceutical & Biotechnology Companies Market, By Country, 2019 - 2022, USD Thousands
TABLE 142 Europe Pharmaceutical & Biotechnology Companies Market, By Country, 2023 - 2030, USD Thousands
TABLE 143 Europe Hospitals & Reference Laboratories Market, By Country, 2019 - 2022, USD Thousands
TABLE 144 Europe Hospitals & Reference Laboratories Market, By Country, 2023 - 2030, USD Thousands
TABLE 145 Europe Academic & Research Institutes Market, By Country, 2019 - 2022, USD Thousands
TABLE 146 Europe Academic & Research Institutes Market, By Country, 2023 - 2030, USD Thousands
TABLE 147 Europe AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
TABLE 148 Europe AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
TABLE 149 Europe Scanners Market, By Country, 2019 - 2022, USD Thousands
TABLE 150 Europe Scanners Market, By Country, 2023 - 2030, USD Thousands
TABLE 151 Europe Software Market, By Country, 2019 - 2022, USD Thousands
TABLE 152 Europe Software Market, By Country, 2023 - 2030, USD Thousands
TABLE 153 Europe AI in Pathology Market, By Country, 2019 - 2022, USD Thousands
TABLE 154 Europe AI in Pathology Market, By Country, 2023 - 2030, USD Thousands
TABLE 155 Germany AI in Pathology Market, 2019 - 2022, USD Thousands
TABLE 156 Germany AI in Pathology Market, 2023 - 2030, USD Thousands
TABLE 157 Germany AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
TABLE 158 Germany AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
TABLE 159 Germany AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
TABLE 160 Germany AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
TABLE 161 Germany AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
TABLE 162 Germany AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
TABLE 163 Germany AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
TABLE 164 Germany AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
TABLE 165 UK AI in Pathology Market, 2019 - 2022, USD Thousands
TABLE 166 UK AI in Pathology Market, 2023 - 2030, USD Thousands
TABLE 167 UK AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
TABLE 168 UK AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
TABLE 169 UK AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
TABLE 170 UK AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
TABLE 171 UK AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
TABLE 172 UK AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
TABLE 173 UK AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
TABLE 174 UK AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
TABLE 175 France AI in Pathology Market, 2019 - 2022, USD Thousands
TABLE 176 France AI in Pathology Market, 2023 - 2030, USD Thousands
TABLE 177 France AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
TABLE 178 France AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
TABLE 179 France AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
TABLE 180 France AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
TABLE 181 France AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
TABLE 182 France AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
TABLE 183 France AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
TABLE 184 France AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
TABLE 185 Russia AI in Pathology Market, 2019 - 2022, USD Thousands
TABLE 186 Russia AI in Pathology Market, 2023 - 2030, USD Thousands
TABLE 187 Russia AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
TABLE 188 Russia AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
TABLE 189 Russia AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
TABLE 190 Russia AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
TABLE 191 Russia AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
TABLE 192 Russia AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
TABLE 193 Russia AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
TABLE 194 Russia AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
TABLE 195 Spain AI in Pathology Market, 2019 - 2022, USD Thousands
TABLE 196 Spain AI in Pathology Market, 2023 - 2030, USD Thousands
TABLE 197 Spain AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
TABLE 198 Spain AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
TABLE 199 Spain AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
TABLE 200 Spain AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
TABLE 201 Spain AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
TABLE 202 Spain AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
TABLE 203 Spain AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
TABLE 204 Spain AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
TABLE 205 Italy AI in Pathology Market, 2019 - 2022, USD Thousands
TABLE 206 Italy AI in Pathology Market, 2023 - 2030, USD Thousands
TABLE 207 Italy AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
TABLE 208 Italy AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
TABLE 209 Italy AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
TABLE 210 Italy AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
TABLE 211 Italy AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
TABLE 212 Italy AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
TABLE 213 Italy AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
TABLE 214 Italy AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
TABLE 215 Rest of Europe AI in Pathology Market, 2019 - 2022, USD Thousands
TABLE 216 Rest of Europe AI in Pathology Market, 2023 - 2030, USD Thousands
TABLE 217 Rest of Europe AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
TABLE 218 Rest of Europe AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
TABLE 219 Rest of Europe AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
TABLE 220 Rest of Europe AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
TABLE 221 Rest of Europe AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
TABLE 222 Rest of Europe AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
TABLE 223 Rest of Europe AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
TABLE 224 Rest of Europe AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
TABLE 225 Asia Pacific AI in Pathology Market, 2019 - 2022, USD Thousands
TABLE 226 Asia Pacific AI in Pathology Market, 2023 - 2030, USD Thousands
TABLE 227 Asia Pacific AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
TABLE 228 Asia Pacific AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
TABLE 229 Asia Pacific Convolutional neural networks (CNNs) Market, By Country, 2019 - 2022, USD Thousands
TABLE 230 Asia Pacific Convolutional neural networks (CNNs) Market, By Country, 2023 - 2030, USD Thousands
TABLE 231 Asia Pacific Generative adversarial networks (GANs) Market, By Country, 2019 - 2022, USD Thousands
TABLE 232 Asia Pacific Generative adversarial networks (GANs) Market, By Country, 2023 - 2030, USD Thousands
TABLE 233 Asia Pacific Recurrent neural networks (RNNs) Market, By Country, 2019 - 2022, USD Thousands
TABLE 234 Asia Pacific Recurrent neural networks (RNNs) Market, By Country, 2023 - 2030, USD Thousands
TABLE 235 Asia Pacific Others Market, By Country, 2019 - 2022, USD Thousands
TABLE 236 Asia Pacific Others Market, By Country, 2023 - 2030, USD Thousands
TABLE 237 Asia Pacific AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
TABLE 238 Asia Pacific AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
TABLE 239 Asia Pacific Drug Discovery Market, By Country, 2019 - 2022, USD Thousands
TABLE 240 Asia Pacific Drug Discovery Market, By Country, 2023 - 2030, USD Thousands
TABLE 241 Asia Pacific Disease Diagnosis & Prognosis Market, By Country, 2019 - 2022, USD Thousands
TABLE 242 Asia Pacific Disease Diagnosis & Prognosis Market, By Country, 2023 - 2030, USD Thousands
TABLE 243 Asia Pacific Clinical Workflow Market, By Country, 2019 - 2022, USD Thousands
TABLE 244 Asia Pacific Clinical Workflow Market, By Country, 2023 - 2030, USD Thousands
TABLE 245 Asia Pacific Others Market, By Country, 2019 - 2022, USD Thousands
TABLE 246 Asia Pacific Others Market, By Country, 2023 - 2030, USD Thousands
TABLE 247 Asia Pacific AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
TABLE 248 Asia Pacific AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
TABLE 249 Asia Pacific Pharmaceutical & Biotechnology Companies Market, By Country, 2019 - 2022, USD Thousands
TABLE 250 Asia Pacific Pharmaceutical & Biotechnology Companies Market, By Country, 2023 - 2030, USD Thousands
TABLE 251 Asia Pacific Hospitals & Reference Laboratories Market, By Country, 2019 - 2022, USD Thousands
TABLE 252 Asia Pacific Hospitals & Reference Laboratories Market, By Country, 2023 - 2030, USD Thousands
TABLE 253 Asia Pacific Academic & Research Institutes Market, By Country, 2019 - 2022, USD Thousands
TABLE 254 Asia Pacific Academic & Research Institutes Market, By Country, 2023 - 2030, USD Thousands
TABLE 255 Asia Pacific AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
TABLE 256 Asia Pacific AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
TABLE 257 Asia Pacific Scanners Market, By Country, 2019 - 2022, USD Thousands
TABLE 258 Asia Pacific Scanners Market, By Country, 2023 - 2030, USD Thousands
TABLE 259 Asia Pacific Software Market, By Country, 2019 - 2022, USD Thousands
TABLE 260 Asia Pacific Software Market, By Country, 2023 - 2030, USD Thousands
TABLE 261 Asia Pacific AI in Pathology Market, By Country, 2019 - 2022, USD Thousands
TABLE 262 Asia Pacific AI in Pathology Market, By Country, 2023 - 2030, USD Thousands
TABLE 263 China AI in Pathology Market, 2019 - 2022, USD Thousands
TABLE 264 China AI in Pathology Market, 2023 - 2030, USD Thousands
TABLE 265 China AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
TABLE 266 China AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
TABLE 267 China AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
TABLE 268 China AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
TABLE 269 China AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
TABLE 270 China AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
TABLE 271 China AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
TABLE 272 China AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
TABLE 273 Japan AI in Pathology Market, 2019 - 2022, USD Thousands
TABLE 274 Japan AI in Pathology Market, 2023 - 2030, USD Thousands
TABLE 275 Japan AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
TABLE 276 Japan AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
TABLE 277 Japan AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
TABLE 278 Japan AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
TABLE 279 Japan AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
TABLE 280 Japan AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
TABLE 281 Japan AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
TABLE 282 Japan AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
TABLE 283 India AI in Pathology Market, 2019 - 2022, USD Thousands
TABLE 284 India AI in Pathology Market, 2023 - 2030, USD Thousands
TABLE 285 India AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
TABLE 286 India AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
TABLE 287 India AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
TABLE 288 India AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
TABLE 289 India AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
TABLE 290 India AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
TABLE 291 India AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
TABLE 292 India AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
TABLE 293 South Korea AI in Pathology Market, 2019 - 2022, USD Thousands
TABLE 294 South Korea AI in Pathology Market, 2023 - 2030, USD Thousands
TABLE 295 South Korea AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
TABLE 296 South Korea AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
TABLE 297 South Korea AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
TABLE 298 South Korea AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
TABLE 299 South Korea AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
TABLE 300 South Korea AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
TABLE 301 South Korea AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
TABLE 302 South Korea AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
TABLE 303 Singapore AI in Pathology Market, 2019 - 2022, USD Thousands
TABLE 304 Singapore AI in Pathology Market, 2023 - 2030, USD Thousands
TABLE 305 Singapore AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
TABLE 306 Singapore AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
TABLE 307 Singapore AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
TABLE 308 Singapore AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
TABLE 309 Singapore AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
TABLE 310 Singapore AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
TABLE 311 Singapore AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
TABLE 312 Singapore AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
TABLE 313 Malaysia AI in Pathology Market, 2019 - 2022, USD Thousands
TABLE 314 Malaysia AI in Pathology Market, 2023 - 2030, USD Thousands
TABLE 315 Malaysia AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
TABLE 316 Malaysia AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
TABLE 317 Malaysia AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
TABLE 318 Malaysia AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
TABLE 319 Malaysia AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
TABLE 320 Malaysia AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
TABLE 321 Malaysia AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
TABLE 322 Malaysia AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
TABLE 323 Rest of Asia Pacific AI in Pathology Market, 2019 - 2022, USD Thousands
TABLE 324 Rest of Asia Pacific AI in Pathology Market, 2023 - 2030, USD Thousands
TABLE 325 Rest of Asia Pacific AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
TABLE 326 Rest of Asia Pacific AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
TABLE 327 Rest of Asia Pacific AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
TABLE 328 Rest of Asia Pacific AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
TABLE 329 Rest of Asia Pacific AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
TABLE 330 Rest of Asia Pacific AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
TABLE 331 Rest of Asia Pacific AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
TABLE 332 Rest of Asia Pacific AI in Pathology Market, By Component, 2023 - 2030, USD Thousands

TABLE 333 LAMEA AI in Pathology Market, 2019 - 2022, USD Thousands
TABLE 334 LAMEA AI in Pathology Market, 2023 - 2030, USD Thousands
TABLE 335 LAMEA AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
TABLE 336 LAMEA AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
TABLE 337 LAMEA Convolutional neural networks (CNNs) Market, By Country, 2019 - 2022, USD Thousands
TABLE 338 LAMEA Convolutional neural networks (CNNs) Market, By Country, 2023 - 2030, USD Thousands
TABLE 339 LAMEA Generative adversarial networks (GANs) Market, By Country, 2019 - 2022, USD Thousands
TABLE 340 LAMEA Generative adversarial networks (GANs) Market, By Country, 2023 - 2030, USD Thousands
TABLE 341 LAMEA Recurrent neural networks (RNNs) Market, By Country, 2019 - 2022, USD Thousands
TABLE 342 LAMEA Recurrent neural networks (RNNs) Market, By Country, 2023 - 2030, USD Thousands
TABLE 343 LAMEA Others Market, By Country, 2019 - 2022, USD Thousands
TABLE 344 LAMEA Others Market, By Country, 2023 - 2030, USD Thousands
TABLE 345 LAMEA AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
TABLE 346 LAMEA AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
TABLE 347 LAMEA Drug Discovery Market, By Country, 2019 - 2022, USD Thousands
TABLE 348 LAMEA Drug Discovery Market, By Country, 2023 - 2030, USD Thousands
TABLE 349 LAMEA Disease Diagnosis & Prognosis Market, By Country, 2019 - 2022, USD Thousands
TABLE 350 LAMEA Disease Diagnosis & Prognosis Market, By Country, 2023 - 2030, USD Thousands
TABLE 351 LAMEA Clinical Workflow Market, By Country, 2019 - 2022, USD Thousands
TABLE 352 LAMEA Clinical Workflow Market, By Country, 2023 - 2030, USD Thousands
TABLE 353 LAMEA Others Market, By Country, 2019 - 2022, USD Thousands
TABLE 354 LAMEA Others Market, By Country, 2023 - 2030, USD Thousands
TABLE 355 LAMEA AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
TABLE 356 LAMEA AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
TABLE 357 LAMEA Pharmaceutical & Biotechnology Companies Market, By Country, 2019 - 2022, USD Thousands
TABLE 358 LAMEA Pharmaceutical & Biotechnology Companies Market, By Country, 2023 - 2030, USD Thousands
TABLE 359 LAMEA Hospitals & Reference Laboratories Market, By Country, 2019 - 2022, USD Thousands
TABLE 360 LAMEA Hospitals & Reference Laboratories Market, By Country, 2023 - 2030, USD Thousands
TABLE 361 LAMEA Academic & Research Institutes Market, By Country, 2019 - 2022, USD Thousands
TABLE 362 LAMEA Academic & Research Institutes Market, By Country, 2023 - 2030, USD Thousands
TABLE 363 LAMEA AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
TABLE 364 LAMEA AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
TABLE 365 LAMEA Scanners Market, By Country, 2019 - 2022, USD Thousands
TABLE 366 LAMEA Scanners Market, By Country, 2023 - 2030, USD Thousands
TABLE 367 LAMEA Software Market, By Country, 2019 - 2022, USD Thousands
TABLE 368 LAMEA Software Market, By Country, 2023 - 2030, USD Thousands
TABLE 369 LAMEA AI in Pathology Market, By Country, 2019 - 2022, USD Thousands
TABLE 370 LAMEA AI in Pathology Market, By Country, 2023 - 2030, USD Thousands
TABLE 371 Brazil AI in Pathology Market, 2019 - 2022, USD Thousands
TABLE 372 Brazil AI in Pathology Market, 2023 - 2030, USD Thousands
TABLE 373 Brazil AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
TABLE 374 Brazil AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
TABLE 375 Brazil AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
TABLE 376 Brazil AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
TABLE 377 Brazil AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
TABLE 378 Brazil AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
TABLE 379 Brazil AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
TABLE 380 Brazil AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
TABLE 381 Argentina AI in Pathology Market, 2019 - 2022, USD Thousands
TABLE 382 Argentina AI in Pathology Market, 2023 - 2030, USD Thousands
TABLE 383 Argentina AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
TABLE 384 Argentina AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
TABLE 385 Argentina AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
TABLE 386 Argentina AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
TABLE 387 Argentina AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
TABLE 388 Argentina AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
TABLE 389 Argentina AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
TABLE 390 Argentina AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
TABLE 391 UAE AI in Pathology Market, 2019 - 2022, USD Thousands
TABLE 392 UAE AI in Pathology Market, 2023 - 2030, USD Thousands
TABLE 393 UAE AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
TABLE 394 UAE AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
TABLE 395 UAE AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
TABLE 396 UAE AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
TABLE 397 UAE AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
TABLE 398 UAE AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
TABLE 399 UAE AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
TABLE 400 UAE AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
TABLE 401 Saudi Arabia AI in Pathology Market, 2019 - 2022, USD Thousands
TABLE 402 Saudi Arabia AI in Pathology Market, 2023 - 2030, USD Thousands
TABLE 403 Saudi Arabia AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
TABLE 404 Saudi Arabia AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
TABLE 405 Saudi Arabia AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
TABLE 406 Saudi Arabia AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
TABLE 407 Saudi Arabia AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
TABLE 408 Saudi Arabia AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
TABLE 409 Saudi Arabia AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
TABLE 410 Saudi Arabia AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
TABLE 411 South Africa AI in Pathology Market, 2019 - 2022, USD Thousands
TABLE 412 South Africa AI in Pathology Market, 2023 - 2030, USD Thousands
TABLE 413 South Africa AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
TABLE 414 South Africa AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
TABLE 415 South Africa AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
TABLE 416 South Africa AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
TABLE 417 South Africa AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
TABLE 418 South Africa AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
TABLE 419 South Africa AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
TABLE 420 South Africa AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
TABLE 421 Nigeria AI in Pathology Market, 2019 - 2022, USD Thousands
TABLE 422 Nigeria AI in Pathology Market, 2023 - 2030, USD Thousands
TABLE 423 Nigeria AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
TABLE 424 Nigeria AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
TABLE 425 Nigeria AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
TABLE 426 Nigeria AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
TABLE 427 Nigeria AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
TABLE 428 Nigeria AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
TABLE 429 Nigeria AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
TABLE 430 Nigeria AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
TABLE 431 Rest of LAMEA AI in Pathology Market, 2019 - 2022, USD Thousands
TABLE 432 Rest of LAMEA AI in Pathology Market, 2023 - 2030, USD Thousands
TABLE 433 Rest of LAMEA AI in Pathology Market, By Neural Network, 2019 - 2022, USD Thousands
TABLE 434 Rest of LAMEA AI in Pathology Market, By Neural Network, 2023 - 2030, USD Thousands
TABLE 435 Rest of LAMEA AI in Pathology Market, By Application, 2019 - 2022, USD Thousands
TABLE 436 Rest of LAMEA AI in Pathology Market, By Application, 2023 - 2030, USD Thousands
TABLE 437 Rest of LAMEA AI in Pathology Market, By End User, 2019 - 2022, USD Thousands
TABLE 438 Rest of LAMEA AI in Pathology Market, By End User, 2023 - 2030, USD Thousands
TABLE 439 Rest of LAMEA AI in Pathology Market, By Component, 2019 - 2022, USD Thousands
TABLE 440 Rest of LAMEA AI in Pathology Market, By Component, 2023 - 2030, USD Thousands
TABLE 441 Key Information - Koninklijke Philips N.V.
TABLE 442 Key Information - F. Hoffmann-La Roche Ltd.
TABLE 443 Key Information - Hologic, Inc.
TABLE 444 Key Information - Visiopharm A/S
TABLE 445 Key Information -Paige AI, Inc.
TABLE 446 Key Information - PathAI, Inc.
TABLE 447 Key Information - Aiforia Technologies Plc
TABLE 448 Key Information - Indica Labs, Inc.
TABLE 449 Key Information - Optrascan, Inc.
TABLE 450 Key Information - MindPeak GmbH

The Global AI in Pathology Market size is expected to reach $66.3 million by 2030, rising at a market growth of 15.8% CAGR during the forecast period.

Collaborations enable the seamless integration of these technologies into pathology workflows for enhanced diagnostics. Healthcare companies provide valuable clinical data and pathology images, while tech companies offer data management, analytics, and artificial intelligence expertise. Consequently, the disease diagnosis & prognosis segment would generate approximately 25.12% share of the market by 2030. Leveraging advanced machine learning algorithms, AI systems analyze vast amounts of pathological data with unprecedented speed and accuracy, aiding pathologists in identifying and classifying diseases. Some of the factors affecting the market are growing digitalization of pathology, increasing demand for personalized medicine, and high cost of digital pathology systems.

Digital pathology provides high-resolution digital images that can be analyzed more efficiently than traditional microscopy. AI algorithms leverage these images to identify patterns, anomalies, and specific features relevant to disease diagnosis. The digitalization of pathology generates large datasets. AI excels in analyzing big data, extracting patterns, and identifying correlations that may not be easily discernible through traditional methods. Thus, the growing digitalization of pathology will expand the market growth in the coming years. Moreover, AI algorithms analyze pathological data to identify and validate biomarkers associated with specific diseases. These biomarkers serve as indicators for personalized treatment strategies, allowing for more targeted and effective interventions. Thus, the increasing need for personalized medicine is a driving force behind the expansion of market.

The upfront cost of acquiring and implementing digital pathology systems, including whole-slide imaging scanners, software platforms, and associated infrastructure, can be substantial. This initial investment may pose financial challenges for healthcare institutions, particularly smaller laboratories or those with limited budgets. Training pathologists and laboratory staff to effectively use digital pathology systems and AI tools adds to the overall cost. Due to the above factors, market growth will be hampered in the coming years.

Neural Network Outlook

Based on neural network, the market is fragmented into generative adversarial networks (GANs), convolutional neural networks (CNNs), recurrent neural networks (RNNs), and others. The generative adversarial networks (GANs) segment garnered a significant revenue share in the market in 2022. GANs are widely utilized for generating realistic images. They have been applied in creating high-resolution images, art generation, and deepfake generation. GANs are employed for data augmentation in various domains, generating additional training samples to enhance model robustness. They can enhance the resolution of images, generating high-quality versions of low-resolution input images. GANs can generate realistic images from textual descriptions, bridging the gap between natural language and graphic content.

Application Outlook

By application, the market is categorized into drug discovery, disease diagnosis & prognosis, clinical workflow, and others. In 2022, drug discovery registered the highest revenue share in the market. AI algorithms can analyze large-scale datasets resulting from high-throughput screening processes. This includes the analysis of cell cultures, histopathological images, and other data generated in drug discovery pipelines. The automation of analysis tasks expedites the identification of potential drug candidates. AI can examine the interactions between drugs and biological pathways. Understanding how drugs affect specific pathways in the context of disease pathology helps rationalize interventions and identify potential synergies or antagonisms.

End User Outlook

On the basis of end user, the market is classified into pharmaceutical & biotechnology companies, hospitals & reference laboratories, and academic & research institutes. The hospitals & reference laboratories segment covered a considerable revenue share in the market in 2022. AI supports the implementation of digital pathology, where glass slides are digitized for remote viewing and analysis. This facilitates collaboration, second opinions, and consultations among pathologists within the hospital or across different locations. AI is a decision support system for pathologists, providing real-time assistance during the diagnostic process. AI can be used for continuous learning and training programs for pathologists. Virtual simulations, interactive learning modules, and AI-assisted training contribute to ongoing professional development.

Component Outlook

On the basis of component, the market is segmented into software and scanners. The software segment acquired a substantial revenue share in the market in 2022. This significant share can be attributed to pathologists' widespread acceptance and utilization of AI-based software. High adaptability, interoperability, and the automation of a variety of pathology responsibilities, including image analysis, data extraction, and report generation, are a few of the benefits of the software segment. The adoption and development of AI software in pathology are propelled by these factors, which offer significant prospects for progress in disease detection, diagnosis, and treatment planning.

Regional Outlook

Region-wise, the market is analysed across North America, Europe, Asia Pacific, and LAMEA. The Asia Pacific region acquired a substantial revenue share in the market in 2022. The region's large and diverse patient population provides a wealth of data for training and validating AI algorithms. AI models in pathology benefit from the diversity of patient demographics and disease presentations, enhancing their generalizability. Collaboration between healthcare providers and technology companies, including those specializing in AI, accelerates developing and deploying AI solutions in pathology across the Asia Pacific region.

The leading players in the market are competing with diverse innovative offerings to remain competitive in the market. The above illustration shows the percentage of revenue shared by some of the leading companies in the market. The leading players of the market are adopting various strategies in order to cater demand coming from the different industries. The key developmental strategies in the market are Acquisitions, and Partnerships & Collaborations.

The market research report covers the analysis of key stake holders of the market. Key companies profiled in the report include Koninklijke Philips N.V., F. Hoffmann-La Roche Ltd., Hologic, Inc., Visiopharm A/S, Paige AI, Inc., PathAI, Inc., Aiforia Technologies Plc, Indica Labs, Inc., Optrascan, Inc. (Optra Ventures, LLC), MindPeak GmbH.

Recent Strategies Deployed in AI in Pathology Market

Partnerships, Collaborations & Agreements:

Oct-2023: F. Hoffmann-La Roche Ltd. has entered into a collaboration with Ibex Medical Analytics Ltd. to provide AI-powered solutions for cancer detection, along with the support of Amazon Web Services, Inc., a cloud service provider. This collaboration aims to give pathology laboratories access to Ibex's AI-driven decision support tools through the navify Digital Pathology software platform. Through this integration, clinicians can receive assistance in the diagnosis of breast and prostate cancer.

Sep-2023: Hologic, Inc. has partnered with Bayer AG to introduce contrast-enhanced mammography (CEM) solutions for improved breast cancer detection in European, Canadian, and Asia Pacific regions. The partnership aims to combine Bayer and Hologic's technologies to facilitate contrast media application in mammography examinations. The partnership focuses on providing radiologists with comprehensive product packages, hands-on training, and seamless integration of CEM into their workflows.

Jul-2023: Aiforia Technologies Plc and Orion Corporation, a Finnish pharmaceutical company, have entered into a collaboration to jointly create artificial intelligence (AI)-driven image analysis solutions for preclinical research and product development. Through this collaboration, Aiforia gains valuable insights from Orion regarding the specific needs of its preclinical customer base. This collaboration empowers Aiforia to refine and customize its product portfolio, ensuring a more targeted approach to meet the unique requirements of the preclinical research community.

Jun-2023: Visiopharm A/S has entered into a collaboration with Minerva Imaging, a preclinical Contract Research Organization (CRO) that specializes in molecular imaging services. Within this collaboration, the two companies will focus on developing AI-based image analysis applications in histology. The collaboration between Minerva and Visiopharm aims to expedite the creation of a toolbox for AI-driven precision pathology. This advancement will empower pharmaceutical companies to enhance clinical development by improving both quantitative and qualitative assessments, particularly in challenging-to-treat cancers.

Jun-2023: Visiopharm A/S has formed a partnership with Grundium Ltd., a well-known provider of high-quality imaging solutions for digital pathology. Through this partnership, the companies aim to broaden the accessibility of digital pathology solutions for clinics and laboratories globally. Within this partnership, Visiopharm will make Grundium's Ocus scanners available alongside its Qualitopix solution. This integration allows labs to automatically upload images for processing. The Qualitopix solution provides labs with the capability to improve staining quality and standardization by monitoring staining consistency.

Jun-2023: MindPeak GmbH has established a partnership with Proscia Inc., a U.S.-based provider of digital and computational pathology solutions. This partnership aims to provide closely integrated AI-powered workflows, supporting pathologists in making more efficient, informed, and reproducible clinical decisions. The goal is to broaden access to improved diagnoses for cancer patients.

Apr-2023: Optrascan, Inc. has formed a collaboration with Lumea Inc., a global leader in integrated digital pathology solutions. This collaboration combines Lumia's comprehensive digital pathology platform with diverse digital scanning solutions, aiming to facilitate the efficient and cost-effective adoption of digital pathology by providers.

Apr-2023: Indica Labs, Inc. and Lunit Inc., a medical software company, have entered into an agreement. As part of this agreement, the two companies will offer a completely interoperable solution, connecting Indica Labs' HALO AP image management software platform with Lunit's suite of AI pathology products. The Collaboration facilitates the smooth integration of Lunit's AI pathology solutions, including Lunit SCOPE PD-L1 designed for non-small cell lung cancer, into the HALO AP platform. It's worth noting that HALO AP holds CE-IVD certification as a clinical image management platform.

Apr-2023: PathAI, Inc. has partnered with ConcertAI LLC, a leading provider of AI software-as-a-service (SaaS) for life sciences and healthcare. The partnership aims to introduce an innovative solution that combines PathAI's PathExplore tumor microenvironment panel with ConcertAI's Patient360 and RWD360 products. This partnership will result in a groundbreaking quantitative histopathology and curated clinical real-world data (RWD) solution. The goal is to offer researchers access to a unique quantitative pathology dataset, allowing exploration beyond the limitations of small, controlled datasets. This includes identifying and analyzing novel histological biomarkers correlated with patient treatment and outcomes.

Mar-2023: Paige AI, Inc. has expanded its Partnership with Leica Biosystems Nussloch GmbH, a leading cancer diagnostics firm. The primary goal of this enhanced partnership is to further progress the adoption of digital pathology workflows across hospitals and laboratories worldwide. As part of this Partnership, Paige will provide software-as-a-service (SaaS) solutions for managing and viewing digital pathology images. Additionally, Paige will integrate various artificial intelligence (AI) solutions directly into the Aperio GT 450 digital pathology slide scanners within Leica Biosystems' product range.

Feb-2022: MindPeak GmbH and Crosscope Inc. have entered into an partnership, integrating MindPeak's image analysis tools into Crosscope's Digital Pathology platform. This partnership enhances Crosscope's AI capabilities, enabling them to provide comprehensive digital pathology solutions. By seamlessly integrating advanced AI tools, the partnership aims to optimize Histopathology workflows, supporting pathologists in improving lab efficiency and delivering timely and impactful diagnoses for ER, PR, and Ki-67 IHC stainings. The integration promises to positively influence patient treatment outcomes.

Oct-2021: F. Hoffmann-La Roche Ltd. and PathAI, Inc. have entered into an agreement to work on the development and distribution of an integrated image analysis workflow tailored for pathologists. Under this agreement, the objective is to jointly create a seamless workflow that incorporates PathAI's AI-powered image analysis algorithms into NAVIFY Digital Pathology, which is Roche's cloud-based iteration of the uPath enterprise software.

Aug-2020: Hologic, Inc. has entered into a collaboration with RadNet, Inc., a leading provider of high-quality outpatient diagnostic imaging services. The collaboration aims to promote the utilization of artificial intelligence (AI) in breast health. As part of this collaboration, RadNet plans to upgrade all its Hologic mammography systems to incorporate Hologic's 3DQuorum imaging technology, which is powered by Genius AI. This technology, working in conjunction with Clarity HD high-resolution imaging technology, significantly reduces tomosynthesis image volume for radiologists by 66 percent.

Product Launches & Product Expansions:

May-2022: Koninklijke Philips N.V. has introduced its state-of-the-art AI-driven enterprise imaging portfolio for complex clinical and operational tasks. Philips unveiled the MR 5300 imaging system, integrating AI-driven technologies designed to automate challenging clinical and operational tasks. This innovative technology from Philips empowers patients and healthcare professionals to harness the power of data for advanced analytics. This development sets the stage for a streamlined and precise diagnostic platform, enhancing both patient and healthcare provider experiences.

Mar-2022: Paige AI, Inc. has launched Paige Breast Lymph Node, an innovative AI medical software aiding pathologists in detecting the spread of breast cancer to lymph nodes. The product enhances efficiency and accuracy, utilizing AI to identify at-risk metastases, including small micrometastases, aiming for over 98% slide-level sensitivity. This advancement seeks to improve diagnostic accuracy for subtle metastatic foci.

Nov-2021: Hologic, Inc. has launched its newest product, the Genius Digital Diagnostics System, now available in Europe. This system integrates deep learning-based AI with advanced volumetric imaging technology to advance cervical cancer screening. The primary goal is to assist in detecting pre-cancerous lesions and cervical cancer cells in women. Using advanced image analysis, the system thoroughly evaluates each cell in a ThinPrep Pap test image, offering a comprehensive view of clinically relevant objects.

Oct-2021: Koninklijke Philips N.V. has introduced its newest digital pathology platform called IntelliSite, designed to cover the entire enterprise. IntelliSite includes a suite of scalable software tools aimed at enhancing workflows, increasing diagnostic confidence, promoting collaboration, incorporating artificial intelligence (AI), and enhancing the overall efficiency of pathology laboratories. Additionally, Philips emphasizes outstanding image quality and advanced algorithms that assist pathologists in both diagnosis and the development of care pathways.

May-2021: Optrascan, Inc. has launched CytoSiA, an intelligent solution for quick and cost-effective scanning and analysis of liquid-based cytology slides and Pap smears. CytoSiA includes OptraSCAN's digital pathology scanner, storage, and advanced AI algorithms, assisting pathologists in screening and detecting cervical cancer, pre-cancerous lesions, atypical cells, and various cytologic categories. It has been adopted globally by many hospitals and pathology labs, leading to improved patient outcomes, increased efficiency, and enhanced productivity in handling cytology cases.

Scope of the Study

Market Segments covered in the Report:

By Neural Network

Convolutional neural networks (CNNs)
Generative adversarial networks (GANs)
Recurrent neural networks (RNNs)
Others

By Application

Drug Discovery
Disease Diagnosis & Prognosis
Clinical Workflow
Others

By End User

Pharmaceutical & Biotechnology Companies
Hospitals & Reference Laboratories
Academic & Research Institutes

By Component

Scanners
Software

By Geography

North America
- US
- Canada
- Mexico
- Rest of North America
Europe
- Germany
- UK
- France
- Russia
- Spain
- Italy
- Rest of Europe
Asia Pacific
- China
- Japan
- India
- South Korea
- Singapore
- Malaysia
- Rest of Asia Pacific
LAMEA
- Brazil
- Argentina
- UAE
- Saudi Arabia
- South Africa
- Nigeria
- Rest of LAMEA

Companies Profiled

Koninklijke Philips N.V.
F. Hoffmann-La Roche Ltd.
Hologic, Inc.
Visiopharm A/S
Paige AI, Inc.
PathAI, Inc.
Aiforia Technologies Plc
Indica Labs, Inc.
Optrascan, Inc. (Optra Ventures, LLC)
MindPeak GmbH

Unique Offerings from KBV Research

Exhaustive coverage
Highest number of market tables and figures
Subscription based model available
Guaranteed best price
Assured post sales research support with 10% customization free

Chapter 1. Market Scope & Methodology

1.1 Market Definition
1.2 Objectives
1.3 Market Scope
1.4 Segmentation
- 1.4.1 Global AI in Pathology Market, by Neural Network
- 1.4.2 Global AI in Pathology Market, by Application
- 1.4.3 Global AI in Pathology Market, by End User
- 1.4.4 Global AI in Pathology Market, by Component
- 1.4.5 Global AI in Pathology Market, by Geography
1.5 Methodology for the research

Chapter 2. Market at a Glance

2.1 Key Highlights

Chapter 3. Market Overview

3.1 Introduction
- 3.1.1 Overview
  - 3.1.1.1 Market Composition and Scenario
3.2 Key Factors Impacting the Market
- 3.2.1 Market Drivers
- 3.2.2 Market Restraints

Chapter 4. Competition Analysis - Global

4.1 Market Share Analysis, 2022
4.2 Recent Strategies Deployed in AI in Pathology Market
4.3 Porter's Five Forces Analysis

Chapter 5. Global AI in Pathology Market, By Neural Network

5.1 Global Convolutional neural networks (CNNs) Market, By Region
5.2 Global Generative adversarial networks (GANs) Market, By Region
5.3 Global Recurrent neural networks (RNNs) Market, By Region
5.4 Global Others Market, By Region

Chapter 6. Global AI in Pathology Market, By Application

6.1 Global Drug Discovery Market, By Region
6.2 Global Disease Diagnosis & Prognosis Market, By Region
6.3 Global Clinical Workflow Market, By Region
6.4 Global Others Market, By Region

Chapter 7. Global AI in Pathology Market, By End User

7.1 Global Pharmaceutical & Biotechnology Companies Market, By Region
7.2 Global Hospitals & Reference Laboratories Market, By Region
7.3 Global Academic & Research Institutes Market, By Region

Chapter 8. Global AI in Pathology Market, By Component

8.1 Global Scanners Market, By Region
8.2 Global Software Market, By Region

Chapter 9. Global AI in Pathology Market, By Region

9.1 North America AI in Pathology Market
- 9.1.1 North America AI in Pathology Market, By Neural Network
  - 9.1.1.1 North America Convolutional neural networks (CNNs) Market, By Country
  - 9.1.1.2 North America Generative adversarial networks (GANs) Market, By Country
  - 9.1.1.3 North America Recurrent neural networks (RNNs) Market, By Country
  - 9.1.1.4 North America Others Market, By Country
- 9.1.2 North America AI in Pathology Market, By Application
  - 9.1.2.1 North America Drug Discovery Market, By Country
  - 9.1.2.2 North America Disease Diagnosis & Prognosis Market, By Country
  - 9.1.2.3 North America Clinical Workflow Market, By Country
  - 9.1.2.4 North America Others Market, By Country
- 9.1.3 North America AI in Pathology Market, By End User
  - 9.1.3.1 North America Pharmaceutical & Biotechnology Companies Market, By Country
  - 9.1.3.2 North America Hospitals & Reference Laboratories Market, By Country
  - 9.1.3.3 North America Academic & Research Institutes Market, By Country
- 9.1.4 North America AI in Pathology Market, By Component
  - 9.1.4.1 North America Scanners Market, By Country
  - 9.1.4.2 North America Software Market, By Country
- 9.1.5 North America AI in Pathology Market, By Country
  - 9.1.5.1 US AI in Pathology Market
    - 9.1.5.1.1 US AI in Pathology Market, By Neural Network
    - 9.1.5.1.2 US AI in Pathology Market, By Application
    - 9.1.5.1.3 US AI in Pathology Market, By End User
    - 9.1.5.1.4 US AI in Pathology Market, By Component
  - 9.1.5.2 Canada AI in Pathology Market
    - 9.1.5.2.1 Canada AI in Pathology Market, By Neural Network
    - 9.1.5.2.2 Canada AI in Pathology Market, By Application
    - 9.1.5.2.3 Canada AI in Pathology Market, By End User
    - 9.1.5.2.4 Canada AI in Pathology Market, By Component
  - 9.1.5.3 Mexico AI in Pathology Market
    - 9.1.5.3.1 Mexico AI in Pathology Market, By Neural Network
    - 9.1.5.3.2 Mexico AI in Pathology Market, By Application
    - 9.1.5.3.3 Mexico AI in Pathology Market, By End User
    - 9.1.5.3.4 Mexico AI in Pathology Market, By Component
  - 9.1.5.4 Rest of North America AI in Pathology Market
    - 9.1.5.4.1 Rest of North America AI in Pathology Market, By Neural Network
    - 9.1.5.4.2 Rest of North America AI in Pathology Market, By Application
    - 9.1.5.4.3 Rest of North America AI in Pathology Market, By End User
    - 9.1.5.4.4 Rest of North America AI in Pathology Market, By Component
9.2 Europe AI in Pathology Market
- 9.2.1 Europe AI in Pathology Market, By Neural Network
  - 9.2.1.1 Europe Convolutional neural networks (CNNs) Market, By Country
  - 9.2.1.2 Europe Generative adversarial networks (GANs) Market, By Country
  - 9.2.1.3 Europe Recurrent neural networks (RNNs) Market, By Country
  - 9.2.1.4 Europe Others Market, By Country
- 9.2.2 Europe AI in Pathology Market, By Application
  - 9.2.2.1 Europe Drug Discovery Market, By Country
  - 9.2.2.2 Europe Disease Diagnosis & Prognosis Market, By Country
  - 9.2.2.3 Europe Clinical Workflow Market, By Country
  - 9.2.2.4 Europe Others Market, By Country
- 9.2.3 Europe AI in Pathology Market, By End User
  - 9.2.3.1 Europe Pharmaceutical & Biotechnology Companies Market, By Country
  - 9.2.3.2 Europe Hospitals & Reference Laboratories Market, By Country
  - 9.2.3.3 Europe Academic & Research Institutes Market, By Country
- 9.2.4 Europe AI in Pathology Market, By Component
  - 9.2.4.1 Europe Scanners Market, By Country
  - 9.2.4.2 Europe Software Market, By Country
- 9.2.5 Europe AI in Pathology Market, By Country
  - 9.2.5.1 Germany AI in Pathology Market
    - 9.2.5.1.1 Germany AI in Pathology Market, By Neural Network
    - 9.2.5.1.2 Germany AI in Pathology Market, By Application
    - 9.2.5.1.3 Germany AI in Pathology Market, By End User
    - 9.2.5.1.4 Germany AI in Pathology Market, By Component
  - 9.2.5.2 UK AI in Pathology Market
    - 9.2.5.2.1 UK AI in Pathology Market, By Neural Network
    - 9.2.5.2.2 UK AI in Pathology Market, By Application
    - 9.2.5.2.3 UK AI in Pathology Market, By End User
    - 9.2.5.2.4 UK AI in Pathology Market, By Component
  - 9.2.5.3 France AI in Pathology Market
    - 9.2.5.3.1 France AI in Pathology Market, By Neural Network
    - 9.2.5.3.2 France AI in Pathology Market, By Application
    - 9.2.5.3.3 France AI in Pathology Market, By End User
    - 9.2.5.3.4 France AI in Pathology Market, By Component
  - 9.2.5.4 Russia AI in Pathology Market
    - 9.2.5.4.1 Russia AI in Pathology Market, By Neural Network
    - 9.2.5.4.2 Russia AI in Pathology Market, By Application
    - 9.2.5.4.3 Russia AI in Pathology Market, By End User
    - 9.2.5.4.4 Russia AI in Pathology Market, By Component
  - 9.2.5.5 Spain AI in Pathology Market
    - 9.2.5.5.1 Spain AI in Pathology Market, By Neural Network
    - 9.2.5.5.2 Spain AI in Pathology Market, By Application
    - 9.2.5.5.3 Spain AI in Pathology Market, By End User
    - 9.2.5.5.4 Spain AI in Pathology Market, By Component
  - 9.2.5.6 Italy AI in Pathology Market
    - 9.2.5.6.1 Italy AI in Pathology Market, By Neural Network
    - 9.2.5.6.2 Italy AI in Pathology Market, By Application
    - 9.2.5.6.3 Italy AI in Pathology Market, By End User
    - 9.2.5.6.4 Italy AI in Pathology Market, By Component
  - 9.2.5.7 Rest of Europe AI in Pathology Market
    - 9.2.5.7.1 Rest of Europe AI in Pathology Market, By Neural Network
    - 9.2.5.7.2 Rest of Europe AI in Pathology Market, By Application
    - 9.2.5.7.3 Rest of Europe AI in Pathology Market, By End User
    - 9.2.5.7.4 Rest of Europe AI in Pathology Market, By Component
9.3 Asia Pacific AI in Pathology Market
- 9.3.1 Asia Pacific AI in Pathology Market, By Neural Network
  - 9.3.1.1 Asia Pacific Convolutional neural networks (CNNs) Market, By Country
  - 9.3.1.2 Asia Pacific Generative adversarial networks (GANs) Market, By Country
  - 9.3.1.3 Asia Pacific Recurrent neural networks (RNNs) Market, By Country
  - 9.3.1.4 Asia Pacific Others Market, By Country
- 9.3.2 Asia Pacific AI in Pathology Market, By Application
  - 9.3.2.1 Asia Pacific Drug Discovery Market, By Country
  - 9.3.2.2 Asia Pacific Disease Diagnosis & Prognosis Market, By Country
  - 9.3.2.3 Asia Pacific Clinical Workflow Market, By Country
  - 9.3.2.4 Asia Pacific Others Market, By Country
- 9.3.3 Asia Pacific AI in Pathology Market, By End User
  - 9.3.3.1 Asia Pacific Pharmaceutical & Biotechnology Companies Market, By Country
  - 9.3.3.2 Asia Pacific Hospitals & Reference Laboratories Market, By Country
  - 9.3.3.3 Asia Pacific Academic & Research Institutes Market, By Country
- 9.3.4 Asia Pacific AI in Pathology Market, By Component
  - 9.3.4.1 Asia Pacific Scanners Market, By Country
  - 9.3.4.2 Asia Pacific Software Market, By Country
- 9.3.5 Asia Pacific AI in Pathology Market, By Country
  - 9.3.5.1 China AI in Pathology Market
    - 9.3.5.1.1 China AI in Pathology Market, By Neural Network
    - 9.3.5.1.2 China AI in Pathology Market, By Application
    - 9.3.5.1.3 China AI in Pathology Market, By End User
    - 9.3.5.1.4 China AI in Pathology Market, By Component
  - 9.3.5.2 Japan AI in Pathology Market
    - 9.3.5.2.1 Japan AI in Pathology Market, By Neural Network
    - 9.3.5.2.2 Japan AI in Pathology Market, By Application
    - 9.3.5.2.3 Japan AI in Pathology Market, By End User
    - 9.3.5.2.4 Japan AI in Pathology Market, By Component
  - 9.3.5.3 India AI in Pathology Market
    - 9.3.5.3.1 India AI in Pathology Market, By Neural Network
    - 9.3.5.3.2 India AI in Pathology Market, By Application
    - 9.3.5.3.3 India AI in Pathology Market, By End User
    - 9.3.5.3.4 India AI in Pathology Market, By Component
  - 9.3.5.4 South Korea AI in Pathology Market
    - 9.3.5.4.1 South Korea AI in Pathology Market, By Neural Network
    - 9.3.5.4.2 South Korea AI in Pathology Market, By Application
    - 9.3.5.4.3 South Korea AI in Pathology Market, By End User
    - 9.3.5.4.4 South Korea AI in Pathology Market, By Component
  - 9.3.5.5 Singapore AI in Pathology Market
    - 9.3.5.5.1 Singapore AI in Pathology Market, By Neural Network
    - 9.3.5.5.2 Singapore AI in Pathology Market, By Application
    - 9.3.5.5.3 Singapore AI in Pathology Market, By End User
    - 9.3.5.5.4 Singapore AI in Pathology Market, By Component
  - 9.3.5.6 Malaysia AI in Pathology Market
    - 9.3.5.6.1 Malaysia AI in Pathology Market, By Neural Network
    - 9.3.5.6.2 Malaysia AI in Pathology Market, By Application
    - 9.3.5.6.3 Malaysia AI in Pathology Market, By End User
    - 9.3.5.6.4 Malaysia AI in Pathology Market, By Component
  - 9.3.5.7 Rest of Asia Pacific AI in Pathology Market
    - 9.3.5.7.1 Rest of Asia Pacific AI in Pathology Market, By Neural Network
    - 9.3.5.7.2 Rest of Asia Pacific AI in Pathology Market, By Application
    - 9.3.5.7.3 Rest of Asia Pacific AI in Pathology Market, By End User
    - 9.3.5.7.4 Rest of Asia Pacific AI in Pathology Market, By Component
9.4 LAMEA AI in Pathology Market
- 9.4.1 LAMEA AI in Pathology Market, By Neural Network
  - 9.4.1.1 LAMEA Convolutional neural networks (CNNs) Market, By Country
  - 9.4.1.2 LAMEA Generative adversarial networks (GANs) Market, By Country
  - 9.4.1.3 LAMEA Recurrent neural networks (RNNs) Market, By Country
  - 9.4.1.4 LAMEA Others Market, By Country
- 9.4.2 LAMEA AI in Pathology Market, By Application
  - 9.4.2.1 LAMEA Drug Discovery Market, By Country
  - 9.4.2.2 LAMEA Disease Diagnosis & Prognosis Market, By Country
  - 9.4.2.3 LAMEA Clinical Workflow Market, By Country
  - 9.4.2.4 LAMEA Others Market, By Country
- 9.4.3 LAMEA AI in Pathology Market, By End User
  - 9.4.3.1 LAMEA Pharmaceutical & Biotechnology Companies Market, By Country
  - 9.4.3.2 LAMEA Hospitals & Reference Laboratories Market, By Country
  - 9.4.3.3 LAMEA Academic & Research Institutes Market, By Country
- 9.4.4 LAMEA AI in Pathology Market, By Component
  - 9.4.4.1 LAMEA Scanners Market, By Country
  - 9.4.4.2 LAMEA Software Market, By Country
- 9.4.5 LAMEA AI in Pathology Market, By Country
  - 9.4.5.1 Brazil AI in Pathology Market
    - 9.4.5.1.1 Brazil AI in Pathology Market, By Neural Network
    - 9.4.5.1.2 Brazil AI in Pathology Market, By Application
    - 9.4.5.1.3 Brazil AI in Pathology Market, By End User
    - 9.4.5.1.4 Brazil AI in Pathology Market, By Component
  - 9.4.5.2 Argentina AI in Pathology Market
    - 9.4.5.2.1 Argentina AI in Pathology Market, By Neural Network
    - 9.4.5.2.2 Argentina AI in Pathology Market, By Application
    - 9.4.5.2.3 Argentina AI in Pathology Market, By End User
    - 9.4.5.2.4 Argentina AI in Pathology Market, By Component
  - 9.4.5.3 UAE AI in Pathology Market
    - 9.4.5.3.1 UAE AI in Pathology Market, By Neural Network
    - 9.4.5.3.2 UAE AI in Pathology Market, By Application
    - 9.4.5.3.3 UAE AI in Pathology Market, By End User
    - 9.4.5.3.4 UAE AI in Pathology Market, By Component
  - 9.4.5.4 Saudi Arabia AI in Pathology Market
    - 9.4.5.4.1 Saudi Arabia AI in Pathology Market, By Neural Network
    - 9.4.5.4.2 Saudi Arabia AI in Pathology Market, By Application
    - 9.4.5.4.3 Saudi Arabia AI in Pathology Market, By End User
    - 9.4.5.4.4 Saudi Arabia AI in Pathology Market, By Component
  - 9.4.5.5 South Africa AI in Pathology Market
    - 9.4.5.5.1 South Africa AI in Pathology Market, By Neural Network
    - 9.4.5.5.2 South Africa AI in Pathology Market, By Application
    - 9.4.5.5.3 South Africa AI in Pathology Market, By End User
    - 9.4.5.5.4 South Africa AI in Pathology Market, By Component
  - 9.4.5.6 Nigeria AI in Pathology Market
    - 9.4.5.6.1 Nigeria AI in Pathology Market, By Neural Network
    - 9.4.5.6.2 Nigeria AI in Pathology Market, By Application
    - 9.4.5.6.3 Nigeria AI in Pathology Market, By End User
    - 9.4.5.6.4 Nigeria AI in Pathology Market, By Component
  - 9.4.5.7 Rest of LAMEA AI in Pathology Market
    - 9.4.5.7.1 Rest of LAMEA AI in Pathology Market, By Neural Network
    - 9.4.5.7.2 Rest of LAMEA AI in Pathology Market, By Application
    - 9.4.5.7.3 Rest of LAMEA AI in Pathology Market, By End User
    - 9.4.5.7.4 Rest of LAMEA AI in Pathology Market, By Component

Chapter 10. Company Profiles

10.1 Koninklijke Philips N.V.
- 10.1.1 Company Overview
- 10.1.2 Financial Analysis
- 10.1.3 Segmental and Regional Analysis
- 10.1.4 Research & Development Expense
- 10.1.5 Recent strategies and developments:
  - 10.1.5.1 Product Launches and Product Expansions:
- 10.1.6 SWOT Analysis
10.2 F. Hoffmann-La Roche Ltd.
- 10.2.1 Company Overview
- 10.2.2 Financial Analysis
- 10.2.3 Segmental and Regional Analysis
- 10.2.4 Research & Development Expense
- 10.2.5 Recent strategies and developments:
  - 10.2.5.1 Partnerships, Collaborations, and Agreements:
- 10.2.6 SWOT Analysis
10.3 Hologic, Inc.
- 10.3.1 Company Overview
- 10.3.2 Financial Analysis
- 10.3.3 Segmental and Regional Analysis
- 10.3.4 Research & Development Expenses
- 10.3.5 Recent strategies and developments:
  - 10.3.5.1 Partnerships, Collaborations, and Agreements:
  - 10.3.5.2 Product Launches and Product Expansions:
- 10.3.6 SWOT Analysis
10.4 Visiopharm A/S
- 10.4.1 Company Overview
- 10.4.2 Recent strategies and developments:
  - 10.4.2.1 Partnerships, Collaborations, and Agreements:
- 10.4.3 SWOT Analysis
10.5 Paige AI, Inc.
- 10.5.1 Company Overview
- 10.5.2 Recent strategies and developments:
  - 10.5.2.1 Partnerships, Collaborations, and Agreements:
  - 10.5.2.2 Product Launches and Product Expansions:
- 10.5.3 SWOT Analysis
10.6 PathAI, Inc.
- 10.6.1 Company Overview
- 10.6.2 Recent strategies and developments:
  - 10.6.2.1 Partnerships, Collaborations, and Agreements:
- 10.6.3 SWOT Analysis
10.7 Aiforia Technologies Plc
- 10.7.1 Company Overview
- 10.7.2 Financial Analysis
- 10.7.3 Recent strategies and developments:
  - 10.7.3.1 Partnerships, Collaborations, and Agreements:
- 10.7.4 SWOT Analysis
10.8 Indica Labs, Inc.
- 10.8.1 Company Overview
- 10.8.2 Recent strategies and developments:
  - 10.8.2.1 Partnerships, Collaborations, and Agreements:
- 10.8.3 SWOT Analysis
10.9 Optrascan, Inc. (Optra Ventures, LLC)
- 10.9.1 Company Overview
- 10.9.2 Recent strategies and developments:
  - 10.9.2.1 Partnerships, Collaborations, and Agreements:
  - 10.9.2.2 Product Launches and Product Expansions:
- 10.9.3 SWOT Analysis
10.10. MindPeak GmbH
- 10.10.1 Company Overview
- 10.10.2 Recent strategies and developments:
  - 10.10.2.1 Partnerships, Collaborations, and Agreements:
- 10.10.3 SWOT Analysis

病理検査におけるAIの世界市場規模、シェア、動向分析レポート：ニューラルネットワーク別、用途別、エンドユーザー別、コンポーネント別、地域別展望と予測、2023年～2030年

Global AI in Pathology Market Size, Share & Trends Analysis Report By Neural Network, By Application (Drug Discovery, Disease Diagnosis & Prognosis, Clinical Workflow, and Others), By End User, By Component, By Regional Outlook and Forecast, 2023 - 2030

目次

第1章市場範囲と調査手法

第2章市場要覧

第3章市場概要

第4章競合分析- 世界

第5章世界市場：ニューラルネットワーク別

第6章世界市場：用途別

第7章世界市場：エンドユーザー別

第8章世界市場：コンポーネント別

第9章世界市場：地域別

第10章企業プロファイル

第11章市場の成功必須条件

LIST OF TABLES

Scope of the Study

Table of Contents

Chapter 1. Market Scope & Methodology

Chapter 2. Market at a Glance

Chapter 3. Market Overview

Chapter 4. Competition Analysis - Global

Chapter 5. Global AI in Pathology Market, By Neural Network

Chapter 6. Global AI in Pathology Market, By Application

Chapter 7. Global AI in Pathology Market, By End User

Chapter 8. Global AI in Pathology Market, By Component

Chapter 9. Global AI in Pathology Market, By Region

Chapter 10. Company Profiles

Chapter 11. Winning imperatives of AI in Pathology Market

病理検査におけるAIの世界市場規模、シェア、動向分析レポート：ニューラルネットワーク別、用途別、エンドユーザー別、コンポーネント別、地域別展望と予測、2023年～2030年

Global AI in Pathology Market Size, Share & Trends Analysis Report By Neural Network, By Application (Drug Discovery, Disease Diagnosis & Prognosis, Clinical Workflow, and Others), By End User, By Component, By Regional Outlook and Forecast, 2023 - 2030

目次

第1章 市場範囲と調査手法

第2章 市場要覧

第3章 市場概要

第4章 競合分析- 世界

第5章 世界市場：ニューラルネットワーク別

第6章 世界市場：用途別

第7章 世界市場：エンドユーザー別

第8章 世界市場：コンポーネント別

第9章 世界市場：地域別

第10章 企業プロファイル

第11章 市場の成功必須条件

LIST OF TABLES

Scope of the Study

Table of Contents

Chapter 1. Market Scope & Methodology

Chapter 2. Market at a Glance

Chapter 3. Market Overview

Chapter 4. Competition Analysis - Global

Chapter 5. Global AI in Pathology Market, By Neural Network

Chapter 6. Global AI in Pathology Market, By Application

Chapter 7. Global AI in Pathology Market, By End User

Chapter 8. Global AI in Pathology Market, By Component

Chapter 9. Global AI in Pathology Market, By Region

Chapter 10. Company Profiles

Chapter 11. Winning imperatives of AI in Pathology Market

第1章市場範囲と調査手法

第2章市場要覧

第3章市場概要

第4章競合分析- 世界

第5章世界市場：ニューラルネットワーク別

第6章世界市場：用途別

第7章世界市場：エンドユーザー別

第8章世界市場：コンポーネント別

第9章世界市場：地域別

第10章企業プロファイル

第11章市場の成功必須条件