世界各国のリアルタイムなデータ・インテリジェンスで皆様をお手伝い

AI In Computer Visionの市場：コンポーネント（ハードウェア、ソフトウェア）、機能（トレーニング、推論）、用途（産業、非産業）、最終用途産業（自動車、家電）、地域別 - 2028年までの世界予測


AI In Computer Vision Market by Component (Hardware, Software), Function (Training, Inference), Application (Industrial, Non-industrial), End-use Industry (Automotive, Consumer Electronics) and Region - Global Forecast to 2028

コンピュータビジョンにおけるAIの世界市場は、2023年に172億米ドル、2023年から2028年にかけて21.5%のCAGRで2028年までに457億米ドルに達すると予測されています。3D取得システムの進歩とスマートデバイス/ノー... もっと見る

　

　

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MarketsandMarkets
マーケッツアンドマーケッツ 		2023年2月27日 US$4,950
シングルユーザライセンス
ライセンス・価格情報
注文方法はこちら 		256 202 英語

日本語のページは自動翻訳を利用し作成しています。


　

サマリー

コンピュータビジョンにおけるAIの世界市場は、2023年に172億米ドル、2023年から2028年にかけて21.5%のCAGRで2028年までに457億米ドルに達すると予測されています。3D取得システムの進歩とスマートデバイス/ノートPCのコンピューティングパワーにより、変形可能な3Dモデルを2D画像にフィットさせることで識別タスクを解決しています。顔認識技術は、ディープラーニングモデルを使用して、顔の検出、正規化、検証、一致、識別を行います。AIモデルは数百万枚の顔画像で訓練され、ユースケースに応じて、人間の顔の数学的表現（エンベッディング）を生成するように設計されています。これらの埋め込みは保存され、他のモデルによって参照されることで、身元を推測することができます。
"AIソリューション"：コンピュータビジョン市場におけるAIの最大の成長ソフトウェア分野"
近年、AIソリューションや関連するソフトウェア開発キットの開発が盛んです。AIソリューションは、LISPやPROLOGなどの非手続き型言語を使って作られます。これらの言語は、システムが学習し、環境に応じて対応を変更することを可能にします。アプリケーションによっては、AIソフトウェアをインストールするために、高速CPU、大容量RAM、大容量ストレージ、グラフィックカード、いくつかの専用入出力デバイスが必要となります。各企業は、さまざまな垂直分野において、データの量と複雑さを軽減するためのAIソリューションを提供しようとしています。医療をデジタル化し、人工知能の力を組み合わせることで、熟練したスタッフの不足や画像スキャンの量の継続的な増加にもかかわらず、医療機関が競争力を維持できるようになります。例えば、シーメンス・ヘルスイニアス社（ドイツ）のAIソリューションは、臨床プロセスに役立っています。スキャン準備中、AIはCTスキャンにおけるインテリジェントで自動化されたワークフローの形で支援し、不要なばらつきを抑えながら信頼性の高い一貫した画像を生成します。
"コンシューマー・エレクトロニクスコンピュータビジョン市場におけるAIの最大の最終使用産業"
コンシューマーエレクトロニクスの垂直方向には、カメラ、ゲーム機器、ウェアラブル、そしてスマートフォンが含まれます。スマートフォンにAI機能が追加されることで、ユーザー・マシン・インタラクションとコンテキスト・パーソナライズド・オープンネスの2つの主要な側面を変えることができます。ユーザー・マシン・インタラクションは、テキスト、音声、画像、動画、センサーなど、ユーザーとスマートフォンの間の効率性を向上させます。一方、コンテキスト・パーソナライズド・オープンネスは、アプリ、コンテンツ、サードパーティ、ネイティブ機能などを横断して、サービスや集約された情報を積極的に提供するものである。Amazon Web Services（米国）は、AIを活用した文字起こしや翻訳のための機械学習アルゴリズムやサービスを開発・展開するためのAI搭載カメラ「DeepLens」を発表しました。DeepLensには、光学文字認識や画像・物体認識などのアプリケーションが含まれており、視覚ベースの新しいAI機能性を効率的かつ迅速にテスト・開発するのに役立つと考えられる。
"中国 "についてコンピュータビジョンにおけるAIのアジア太平洋地域最大の消費地"
中国では自動化のニーズが高まっているため、コンピュータビジョンシステムの導入が急速に進んでいます。また、人件費が年々増加しているため、生産コスト削減のために自動化システムを導入する企業が増えています。製造業務の増加は、主に国の経済発展に寄与しています。
中国は、セキュリティや監視を目的としたコンピュータビジョン技術に多額の投資を行っています。同国では、公共空間における個人の監視と追跡のために、コンピュータビジョンアルゴリズムに依存する大規模な監視システムを複数導入しています。2022年1月、Center for Security and Emerging Technology（CSET）の新しいレポートによると、中国の研究部門は、特にセキュリティと監視の分野で、AIベースのコンピュータビジョン技術に多額の投資をしていることがわかりました。人物再識別（REID）、群衆カウント、なりすまし検知という3つの重要な分野で、大規模なリードを築いている。

本調査には、部品サプライヤーからティア1企業、OEMに至るまで、様々な業界専門家による洞察が含まれています。プライマリーの内訳は以下の通りです：
- 企業タイプ別ティア1：45％、ティア2：32％、ティア3：23％。
- 役職別Cレベルエグゼクティブ：30％、ディレクター：45％、その他：25％。
- 地域別北米：26％、欧州：40％、アジア太平洋：22％、RoW：12％。

コンピュータビジョンにおけるAI市場で活動している主要なプレーヤーは、NVIDIA Corporation（米国）、Intel Corporation（米国）、Microsoft（米国）、IBM Corporation（米国）、Qualcomm Technologies Inc（米国）、Advanced Micro Devices, Inc（米国）、Alphabet、Inc（米国）、Amazon（米国）、Basler AG（ドイツ）、Hailo（米国）、Groq、Inc（米国）。その他、Sighthound, Inc.（米国）、Neurala, Inc.（米国）、Datagen（イスラエル）、Graphcore（英国）、Groopic（米国）、Ultraleap（米国）、Algolux（米国）、Athena Security（米国）、Snorkel AI（米国）、Vizseek（米国）、Robotic Vision Technologies（米国）、AMP Robotics（米国）、CureMetrix（米国）および Creative Virtual（英国）などが含まれ、企業プロファイルは、この範囲で示されています。

調査対象です：
当レポートでは、コンピュータビジョンにおけるAI市場を、コンポーネント、機能、用途、最終用途産業、地域に基づいて分類し、その規模を金額で予測しています。
また、コンピュータビジョンのAI市場における市場促進要因、阻害要因、機会、課題などを包括的に考察しています。また、これらの市場の量的側面に加え、質的側面も取り上げています。
本レポートを購入する主なメリット
本レポートは、市場全体とサブセグメントの収益数値の最も近い近似値に関する情報を提供し、この市場のリーダー/新規参入者の助けとなります。本レポートは、関係者の助けとなり、より多くの洞察を得ることで、事業の位置づけを高め、適切な市場参入戦略を計画することができます。また、本レポートは、関係者がコンピュータビジョンにおけるAI市場の脈を理解するのに役立ち、主要な市場促進要因、阻害要因、課題、および機会に関する情報を提供します。

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目次

1 INTRODUCTION 21 1.1 STUDY OBJECTIVES 21 1.2 MARKET DEFINITION 21 1.2.1 INCLUSIONS AND EXCLUSIONS 22 1.3 STUDY SCOPE 22 1.3.1 MARKETS COVERED 22 FIGURE 1 SEGMENTATION OF AI IN COMPUTER VISION MARKET 22 1.3.2 GEOGRAPHIC SCOPE 23 1.3.3 YEARS CONSIDERED 23 1.4 CURRENCY 24 1.5 STAKEHOLDERS 24 1.6 SUMMARY OF CHANGES 25 2 RESEARCH METHODOLOGY 26 2.1 RESEARCH DATA 26 FIGURE 2 AI IN COMPUTER VISION MARKET: RESEARCH DESIGN 26 2.1.1 SECONDARY DATA 27 2.1.1.1 Major secondary sources 27 2.1.1.2 Key data from secondary sources 27 2.1.2 PRIMARY DATA 28 2.1.2.1 Primary interviews with experts 28 2.1.2.2 Key data from primary sources 29 2.1.2.3 Key industry insights 29 2.1.2.4 Breakdown of primaries 30 2.1.3 SECONDARY AND PRIMARY RESEARCH 30 2.2 MARKET SIZE ESTIMATION 31 FIGURE 3 RESEARCH FLOW OF MARKET SIZE ESTIMATION 31 FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY (SUPPLY SIDE): REVENUE FROM SALES OF AI COMPUTER VISION PRODUCTS AND SOLUTIONS 32 2.2.1 BOTTOM-UP APPROACH 32 2.2.1.1 Approach to arrive at market size using bottom-up analysis 32 FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH 33 2.2.2 TOP-DOWN APPROACH 33 2.2.2.1 Approach to capture market share using top-down analysis (supply side) 33 FIGURE 6 TOP-DOWN APPROACH 34 2.3 DATA TRIANGULATION 34 FIGURE 7 DATA TRIANGULATION 34 2.4 RESEARCH ASSUMPTIONS 35 2.5 RISK ASSESSMENT 36 TABLE 1 RISK FACTOR ANALYSIS 36 2.6 ASSUMPTIONS REGARDING RECESSION 36 TABLE 2 ASSUMPTIONS REGARDING RECESSION 36 2.7 STUDY LIMITATIONS 37 3 EXECUTIVE SUMMARY 38 3.1 RECESSION ANALYSIS 38 FIGURE 8 GDP GROWTH PROJECTION UNTIL 2023 FOR MAJOR ECONOMIES 38 FIGURE 9 MARKET PROJECTIONS FOR AI IN COMPUTER VISION MARKET 39 3.2 GROWTH RATE ASSUMPTIONS/FORECAST 40 FIGURE 10 SOFTWARE SEGMENT TO ACCOUNT FOR LARGER MARKET SHARE BY 2028 41 FIGURE 11 AI IN COMPUTER VISION MARKET FOR INFERENCE TO CONTINUE TO ACCOUNT FOR LARGER MARKET SHARE DURING FORECAST PERIOD 42 FIGURE 12 NON-INDUSTRIAL SEGMENT TO CONTINUE TO ACCOUNT FOR LARGER MARKET SHARE IN AI COMPUTER VISION MARKET DURING FORECAST PERIOD 42 FIGURE 13 CONSUMER ELECTRONICS SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE WHILE AUTOMOTIVE TO EXHIBIT HIGHEST CAGR DURING FORECAST PERIOD 43 FIGURE 14 AI IN COMPUTER VISION MARKET IN ASIA PACIFIC TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD 44 4 PREMIUM INSIGHTS 45 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS AI IN COMPUTER VISION MARKET 45 FIGURE 15 GOVERNMENT INITIATIVES TO SUPPORT INDUSTRIAL AUTOMATION TO CREATE ATTRACTIVE GROWTH OPPORTUNITIES FOR AI IN COMPUTER VISION MARKET PLAYERS 45 4.2 AI IN COMPUTER VISION MARKET IN NORTH AMERICA, BY COMPONENT AND COUNTRY 46 FIGURE 16 SOFTWARE AND US ARE LARGEST SHAREHOLDERS IN AI IN COMPUTER VISION MARKET IN 2023 46 4.3 AI IN COMPUTER VISION MARKET, BY HARDWARE PROCESSOR TYPE 46 FIGURE 17 CPU SEGMENT TO HOLD LARGEST SHARE OF AI IN COMPUTER VISION MARKET IN 2028 46 4.4 AI IN COMPUTER VISION MARKET, BY REGION 47 FIGURE 18 CHINA TO REGISTER HIGHEST CAGR IN AI IN COMPUTER VISION MARKET BETWEEN 2023 AND 2028 47 5 MARKET OVERVIEW 48 5.1 INTRODUCTION 48 5.2 MARKET DYNAMICS 48 FIGURE 19 MARKET DYNAMICS: AI IN COMPUTER VISION MARKET 48 5.2.1 DRIVERS 49 FIGURE 20 AI IN COMPUTER VISION MARKET DRIVERS: IMPACT ANALYSIS 49 5.2.1.1 Increasing demand for automation and efficiency 49 5.2.1.2 Advancements in deep learning and neural network technologies 50 5.2.1.3 Growing impact of AI in machine vision 50 5.2.2 RESTRAINTS 51 FIGURE 21 AI IN COMPUTER VISION MARKET RESTRAINTS: IMPACT ANALYSIS 51 5.2.2.1 Limited understanding and technical expertise in AI computer vision 51 5.2.2.2 High cost of acquiring and implementing AI computer vision solutions 52 5.2.2.3 Lack of skilled professionals in manufacturing factories 52 5.2.3 OPPORTUNITIES 53 FIGURE 22 AI IN COMPUTER VISION MARKET OPPORTUNITIES: IMPACT ANALYSIS 53 5.2.3.1 Emerging applications of AI computer vision in agriculture, logistics, and manufacturing 53 5.2.3.2 Increasing use of AI computer vision in autonomous systems 54 5.2.3.3 Growing demand for real-time and high-precision visual data analysis 54 5.2.3.4 Development of machine learning pertaining to vision technology 54 5.2.4 CHALLENGES 55 FIGURE 23 AI IN COMPUTER VISION MARKET CHALLENGES: IMPACT ANALYSIS 55 5.2.4.1 Overcoming limitations in current AI computer vision technologies 55 5.2.4.2 Maintaining trust and transparency of AI computer vision systems 56 5.3 VALUE CHAIN ANALYSIS 56 FIGURE 24 VALUE CHAIN ANALYSIS: AI IN COMPUTER VISION 56 5.4 ECOSYSTEM ANALYSIS 57 FIGURE 25 KEY PLAYERS IN AI IN COMPUTER VISION MARKET 57 TABLE 3 ROLE OF COMPANIES IN ECOSYSTEM/VALUE CHAIN 58 5.5 PORTER'S FIVE FORCES ANALYSIS 59 TABLE 4 AI IN COMPUTER VISION MARKET: PORTER'S FIVE FORCES ANALYSIS 59 FIGURE 26 PORTER'S FIVE FORCES ANALYSIS: AI IN COMPUTER VISION MARKET 59 5.5.1 INTENSITY OF COMPETITIVE RIVALRY 60 5.5.2 THREAT OF NEW ENTRANTS 60 5.5.3 BARGAINING POWER OF SUPPLIERS 60 5.5.4 BARGAINING POWER OF BUYERS 60 5.5.5 THREAT OF SUBSTITUTES 61 5.6 KEY STAKEHOLDERS AND BUYING CRITERIA 61 5.6.1 KEY STAKEHOLDERS IN BUYING PROCESS 61 FIGURE 27 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS 61 TABLE 5 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP 3 APPLICATIONS (%) 61 5.6.2 BUYING CRITERIA 62 FIGURE 28 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 62 TABLE 6 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 62 5.7 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS 62 FIGURE 29 REVENUE SHIFT FOR PLAYERS IN AI COMPUTER VISION MARKET 63 5.8 CASE STUDY ANALYSIS 63 5.8.1 VULCAN AI USES AI VISION AND DEEP LEARNING TO CREATE SAFER WORKPLACE 63 5.8.2 AI ALGORITHMS USED IN MEDICAL IMAGE ANALYSIS BY INCORPORATING COMPUTER VISION TECHNOLOGY 64 5.8.3 RETAIL: OBJECT DETECTION AND RECOGNITION 64 5.8.4 TRANSPORTATION: AUTONOMOUS VEHICLE NAVIGATION 64 5.8.5 AUTOMOTIVE INDUSTRY: OBJECT RECOGNITION AND CLASSIFICATION IN TRAFFIC 65 5.9 TECHNOLOGY ANALYSIS 65 5.9.1 COGNITIVE ROBOTS 65 5.9.2 INTERNET OF THINGS 65 5.9.3 ANALYSIS OF AI CHIP AND PROCESSOR TECHNOLOGY 65 TABLE 7 COMPARISON OF AI CHIP TYPES 66 5.9.4 CAMERA TECHNOLOGY 66 5.9.4.1 Frame rate 66 5.9.4.1.1 <25 fps 66 5.9.4.1.2 25–125 fps 66 5.9.4.1.3 >125 fps 67 5.9.4.2 Resolution 67 5.9.4.2.1 >=40 MP 67 5.9.4.2.2 20–39 MP 67 5.9.4.2.3 6–19 MP 67 5.9.4.2.4 >2–5 MP 67 5.9.4.2.5 <2 MP 67 5.10 AVERAGE SELLING PRICE ANALYSIS 68 FIGURE 30 AVERAGE SELLING PRICE OF AI IN COMPUTER VISION HARDWARE, BASED ON END-USE INDUSTRY 68 5.10.1 AVERAGE SELLING PRICE OF AI IN COMPUTER VISION HARDWARE, BY KEY END-USE INDUSTRY (USD) 68 TABLE 8 AVERAGE SELLING PRICES OF AI IN COMPUTER VISION HARDWARE, BY KEY END-USE INDUSTRY (USD) 68 5.10.2 AVERAGE SELLING PRICE TRENDS 68 FIGURE 31 AVERAGE SELLING PRICE ANALYSIS 69 5.10.3 SUBSCRIPTION-BASED COMPUTER VISION PRICING 69 TABLE 9 SUBSCRIPTION-BASED COMPUTER VISION PRICING 69 5.11 PATENT ANALYSIS 70 FIGURE 32 NUMBER OF PATENTS GRANTED IN AI IN COMPUTER VISION MARKET, 2012–2022 70 TABLE 10 LIST OF A FEW PATENTS IN AI IN COMPUTER VISION MARKET, 2019–2021 70 5.12 TRADE ANALYSIS 73 TABLE 11 IMPORT DATA, BY COUNTRY, 2017–2021 (USD MILLION) 73 FIGURE 33 IMPORT DATA, BY COUNTRY, 2017–2021 (USD MILLION) 73 TABLE 12 EXPORT DATA, BY COUNTRY, 2017–2021 (USD MILLION) 74 FIGURE 34 EXPORT DATA, BY COUNTRY, 2017–2021 (USD MILLION) 74 5.13 TARIFF ANALYSIS 75 TABLE 13 MFN TARIFFS FOR HS CODE: 854231 EXPORTED BY CHINA 75 TABLE 14 MFN TARIFFS FOR HS CODE: 851762 EXPORTED BY US 75 TABLE 15 MFN TARIFF FOR HS CODE: 851762 EXPORTED BY GERMANY 75 5.14 STANDARDS AND REGULATORY LANDSCAPE 76 5.14.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 76 5.14.1.1 North America: Regulatory bodies, government agencies, and other organizations 76 TABLE 16 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 76 5.14.1.2 Europe: Regulatory bodies, government agencies, and other organizations 76 TABLE 17 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 76 5.14.1.3 Asia Pacific: Regulatory bodies, government agencies, and other organizations 77 TABLE 18 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 77 5.14.1.4 RoW: Regulatory bodies, government agencies, and other organizations 78 TABLE 19 ROW: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 78 5.14.2 STANDARDS & REGULATIONS RELATED TO AI IN COMPUTER VISION MARKET 78 5.15 KEY CONFERENCES AND EVENTS, 2022–2023 79 TABLE 20 AI IN COMPUTER VISION MARKET: DETAILED LIST OF CONFERENCES AND EVENTS 79 6 AI IN COMPUTER VISION MARKET, BY COMPONENT 80 6.1 INTRODUCTION 81 FIGURE 35 AI IN COMPUTER VISION MARKET, BY COMPONENT 81 FIGURE 36 AI IN COMPUTER VISION MARKET FOR SOFTWARE TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 81 TABLE 21 AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 82 TABLE 22 AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 82 6.2 HARDWARE 82 6.2.1 GROWING DEPLOYMENT OF AI INFRASTRUCTURE TO DRIVE MARKET 82 TABLE 23 AI IN COMPUTER VISION MARKET, BY HARDWARE TYPE, 2019–2022 (USD MILLION) 82 TABLE 24 AI IN COMPUTER VISION MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 83 6.2.2 HARDWARE: AI IN COMPUTER VISION MARKET, BY REGION 83 TABLE 25 HARDWARE: AI IN COMPUTER VISION MARKET, BY REGION, 2019–2022 (USD MILLION) 83 TABLE 26 HARDWARE: AI IN COMPUTER VISION MARKET, BY REGION, 2023–2028 (USD MILLION) 83 6.2.3 HARDWARE: AI IN COMPUTER VISION MARKET, BY FUNCTION 83 TABLE 27 HARDWARE: AI IN COMPUTER VISION MARKET, BY FUNCTION, 2019–2022 (USD MILLION) 83 TABLE 28 HARDWARE: AI IN COMPUTER VISION MARKET, BY FUNCTION, 2023–2028 (USD MILLION) 84 6.2.4 HARDWARE: AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY 84 TABLE 29 HARDWARE: AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY, 2019–2022 (USD MILLION) 84 TABLE 30 HARDWARE: AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY, 2023–2028 (USD MILLION) 85 6.2.5 PROCESSOR 85 TABLE 31 PROCESSOR: AI IN COMPUTER VISION MARKET, BY TYPE, 2019–2022 (USD MILLION) 85 TABLE 32 PROCESSOR: AI IN COMPUTER VISION MARKET, BY TYPE, 2023–2028 (USD MILLION) 86 6.2.6 PROCESSOR: AI IN COMPUTER VISION MARKET, BY TYPE (UNIT SHIPMENT DATA) 86 TABLE 33 PROCESSOR: AI IN COMPUTER VISION MARKET, BY TYPE, SHIPMENT DATA, 2019–2022 (MILLION UNITS) 86 TABLE 34 PROCESSOR: AI IN COMPUTER VISION MARKET, BY TYPE, SHIPMENT DATA, 2023–2028 (MILLION UNITS) 86 6.2.6.1 CPU 86 6.2.6.2 GPU 87 6.2.6.3 ASIC 88 6.2.6.4 FPGA 88 6.2.7 MEMORY 89 6.2.8 STORAGE 90 6.3 SOFTWARE 91 6.3.1 USE OF AI SOLUTIONS TO REDUCE VOLUME AND COMPLEXITY OF DATA TO LEAD TO MARKET GROWTH 91 TABLE 35 AI IN COMPUTER VISION MARKET, BY SOFTWARE TYPE, 2019–2022 (USD MILLION) 91 TABLE 36 AI IN COMPUTER VISION MARKET, BY SOFTWARE, 2023–2028 (USD MILLION) 91 6.3.2 SOFTWARE: AI IN COMPUTER VISION MARKET, BY REGION 92 TABLE 37 SOFTWARE: AI IN COMPUTER VISION MARKET, BY REGION, 2019–2022 (USD MILLION) 92 TABLE 38 SOFTWARE: AI IN COMPUTER VISION MARKET, BY REGION, 2023–2028 (USD MILLION) 92 6.3.3 SOFTWARE: AI IN COMPUTER VISION MARKET, BY FUNCTION 92 TABLE 39 SOFTWARE: AI IN COMPUTER VISION MARKET, BY FUNCTION, 2019–2022 (USD MILLION) 92 TABLE 40 SOFTWARE: AI IN COMPUTER VISION MARKET, BY FUNCTION, 2023–2028 (USD MILLION) 92 6.3.4 SOFTWARE: AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY 93 TABLE 41 SOFTWARE: AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY, 2019–2022 (USD MILLION) 93 TABLE 42 SOFTWARE: AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY, 2023–2028 (USD MILLION) 93 6.3.5 AI PLATFORM 94 6.3.6 AI SOLUTION 94 7 AI IN COMPUTER VISION MARKET, BY FUNCTION 96 7.1 INTRODUCTION 97 FIGURE 37 AI IN COMPUTER VISION MARKET, BY FUNCTION 97 FIGURE 38 AI IN COMPUTER VISION MARKET FOR TRAINING FUNCTION TO WITNESS HIGHER CAGR DURING FORECAST PERIOD 97 TABLE 43 AI IN COMPUTER VISION MARKET, BY FUNCTION, 2019–2022 (USD MILLION) 97 TABLE 44 AI IN COMPUTER VISION MARKET, BY FUNCTION, 2023–2028 (USD MILLION) 98 7.2 TRAINING 98 7.2.1 RISING ADOPTION OF MACHINE LEARNING AND DEEP LEARNING TECHNOLOGIES TO BOOST ADOPTION OF TRAINING FUNCTION FOR COMPUTER VISION MARKET 98 TABLE 45 TRAINING: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 98 TABLE 46 TRAINING: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 99 7.3 INFERENCE 99 7.3.1 RETAIL AND E-COMMERCE COMPANIES USE ML, AI, AND DL INFERENCE FOR TASKS SUCH AS PRODUCT RECOMMENDATIONS, PRICE OPTIMIZATION, AND INVENTORY MANAGEMENT 99 TABLE 47 INFERENCE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 100 TABLE 48 INFERENCE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 100 8 VARIOUS MACHINE LEARNING MODELS IN COMPUTER VISION 101 8.1 INTRODUCTION 101 FIGURE 39 MACHINE LEARNING MODELS OF AI IN COMPUTER VISION MARKET 101 8.2 SUPERVISED LEARNING 102 8.2.1 SUPERVISED LEARNING INCLUDES ALGORITHMS PROVIDED WITH SET OF LABELED TRAINING DATA TO LEARN 102 8.2.2 CONVOLUTIONAL NEURAL NETWORKS 102 8.2.3 RECURRENT NEURAL NETWORKS 103 8.3 UNSUPERVISED LEARNING 103 8.3.1 MARKET FOR UNSUPERVISED LEARNING TO GROW RAPIDLY AS MORE ORGANIZATIONS ADOPT MACHINE LEARNING AND AI TECHNOLOGIES 103 8.4 REINFORCEMENT LEARNING 104 8.4.1 REINFORCEMENT LEARNING ALLOWS MACHINES AND SOFTWARE AGENTS TO AUTOMATICALLY DETERMINE IDEAL BEHAVIOR TO MAXIMIZE THEIR PERFORMANCE 104 9 AI IN COMPUTER VISION MARKET, BY APPLICATION 105 9.1 INTRODUCTION 106 FIGURE 40 AI IN COMPUTER VISION MARKET, BY APPLICATION 106 FIGURE 41 NON-INDUSTRIAL SEGMENT TO CONTINUE TO HOLD LARGER SHARE OF AI IN COMPUTER VISION MARKET DURING FORECAST PERIOD 106 TABLE 49 AI IN COMPUTER VISION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 106 TABLE 50 AI IN COMPUTER VISION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 107 9.2 NON-INDUSTRIAL 107 9.2.1 CAMERA-ENABLED SMARTPHONES TO DRIVE MARKET FOR CONSUMER SEGMENT 107 9.3 INDUSTRIAL 108 9.3.1 FACTORS SUCH AS STRINGENT GOVERNMENT REGULATIONS AND INCREASING QUALITY MAINTENANCE ACTIVITIES TO BOOST MARKET GROWTH IN VARIOUS INDUSTRIES 108 9.3.2 2D MACHINE VISION 108 9.3.3 3D MACHINE VISION 109 9.3.4 QUALITY ASSURANCE & INSPECTION 109 10 AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY 111 10.1 INTRODUCTION 112 FIGURE 42 AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY 112 FIGURE 43 CONSUMER ELECTRONICS TO ACCOUNT FOR LARGEST MARKET SHARE WHILE AUTOMOTIVE TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD 112 TABLE 51 AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY, 2019–2022 (USD MILLION) 113 TABLE 52 AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY, 2023–2028 (USD MILLION) 113 10.2 AUTOMOTIVE 113 10.2.1 INCREASING NEED TO IMPROVE ROAD SAFETY AND REDUCE MISHAPS TO DRIVE USE OF COMPUTER VISION SOLUTIONS 113 TABLE 53 AUTOMOTIVE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 114 TABLE 54 AUTOMOTIVE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 114 10.2.2 ADAS AND INFOTAINMENT 114 10.2.3 AUTONOMOUS AND SEMI-AUTONOMOUS VEHICLES 115 10.3 CONSUMER ELECTRONICS 115 10.3.1 GROWING DEMAND FOR SMARTPHONES WITH FRONT AND REAR CAMERAS TO BOOST MARKET 115 TABLE 55 CONSUMER ELECTRONICS: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 116 TABLE 56 CONSUMER ELECTRONICS: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 116 10.3.2 GAMING 116 10.3.3 CAMERAS 117 10.3.4 WEARABLES 117 10.3.5 SMARTPHONES 118 10.4 HEALTHCARE 118 10.4.1 RISING ADOPTION OF AI IN COMPUTER VISION TECHNOLOGY IN HEALTHCARE INDUSTRY TO PROPEL MARKET 118 TABLE 57 HEALTHCARE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 118 TABLE 58 HEALTHCARE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 119 10.4.2 RADIOLOGY 119 10.4.3 MEDICAL IMAGING 119 10.5 RETAIL 120 10.5.1 MARKET FOR AI IN COMPUTER VISION IN RETAIL INDUSTRY TO GROW SIGNIFICANTLY 120 TABLE 59 RETAIL: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 121 TABLE 60 RETAIL: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 121 10.6 SECURITY & SURVEILLANCE 121 10.6.1 INCREASING SECURITY THREATS, RISING NEED FOR MORE EFFICIENT AND ACCURATE SECURITY SYSTEMS, AND GROWING ADOPTION OF AI-POWERED TECHNOLOGIES IN SECURITY SECTOR TO DRIVE MARKET 121 TABLE 61 SECURITY & SURVEILLANCE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 121 TABLE 62 SECURITY & SURVEILLANCE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 122 10.6.2 BIOMETRICS 122 10.6.3 IMAGE AND VIDEO ANALYTICS 122 10.6.4 AI-GUIDED DRONE-BASED SURVEILLANCE 123 10.7 MANUFACTURING 124 10.7.1 GROWING POPULARITY OF MACHINE VISION IN MANUFACTURING AND QUALITY CONTROL TO ACCELERATE MARKET GROWTH 124 TABLE 63 MANUFACTURING: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 124 TABLE 64 MANUFACTURING: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 124 10.8 AGRICULTURE 125 10.8.1 INCREASING ADOPTION OF PRECISION AGRICULTURE TECHNIQUES AND RISING NEED FOR MORE EFFICIENT AND ACCURATE FARMING PRACTICES TO BOOST MARKET 125 TABLE 65 AGRICULTURE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 125 TABLE 66 AGRICULTURE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 126 10.8.2 CROP MONITORING 126 10.8.3 AUTOMATED IRRIGATION SYSTEMS 126 10.9 TRANSPORTATION & LOGISTICS 127 10.9.1 INCREASING USE OF COMPUTER VISION SYSTEMS IN REAL-LIFE TRAFFIC APPLICATIONS TO DRIVE MARKET 127 TABLE 67 TRANSPORTATION & LOGISTICS: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 128 TABLE 68 TRANSPORTATION & LOGISTICS: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 128 10.10 OTHERS 128 TABLE 69 OTHERS: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 129 TABLE 70 OTHERS: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 129 11 AI IN COMPUTER VISION MARKET, BY REGION 130 11.1 INTRODUCTION 131 FIGURE 44 AI IN COMPUTER VISION MARKET IN ASIA PACIFIC TO GROW AT HIGHEST CAGR FROM 2023 TO 2028 131 TABLE 71 AI IN COMPUTER VISION MARKET, BY REGION, 2019–2022 (USD MILLION) 131 TABLE 72 AI IN COMPUTER VISION MARKET, BY REGION, 2023–2028 (USD MILLION) 131 11.2 NORTH AMERICA 132 FIGURE 45 SNAPSHOT OF AI IN COMPUTER VISION MARKET IN NORTH AMERICA 133 TABLE 73 NORTH AMERICA: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 133 TABLE 74 NORTH AMERICA: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 134 TABLE 75 NORTH AMERICA: AI IN COMPUTER VISION MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 134 TABLE 76 NORTH AMERICA: AI IN COMPUTER VISION MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 134 11.2.1 NORTH AMERICA: IMPACT OF RECESSION 134 11.2.2 US 135 11.2.2.1 Rising deployment of automation technologies in manufacturing plants to boost requirement for AI-powered computer vision solutions 135 11.2.3 CANADA 136 11.2.3.1 Constant research on AI, ML, and NLP by Canadian universities to fuel market growth 136 11.2.4 MEXICO 136 11.2.4.1 Need for AI-powered computer vision solutions in security and surveillance applications to support market growth 136 11.3 EUROPE 137 FIGURE 46 SNAPSHOT OF AI IN COMPUTER VISION MARKET IN EUROPE 138 TABLE 77 EUROPE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 138 TABLE 78 EUROPE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 139 TABLE 79 EUROPE: AI IN COMPUTER VISION MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 139 TABLE 80 EUROPE: AI IN COMPUTER VISION MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 139 11.3.1 EUROPE: IMPACT OF RECESSION 140 11.3.2 UK 140 11.3.2.1 Rising investments by UK government in AI and computer vision technologies to contribute to market growth 140 11.3.3 GERMANY 141 11.3.3.1 Growing adoption of computer vision systems in healthcare, retail, and transportation industries to drive market growth 141 11.3.4 FRANCE 142 11.3.4.1 Investments in startups for development of AI ecosystem to drive market 142 11.3.5 ITALY 142 11.3.5.1 Widespread use of computer vision systems in industrial sector to boost market 142 11.3.6 SPAIN 143 11.3.6.1 Presence of strong research community and expanding startup ecosystem to propel market growth 143 11.3.7 REST OF EUROPE 144 11.4 ASIA PACIFIC 144 FIGURE 47 SNAPSHOT OF AI IN COMPUTER VISION MARKET IN ASIA PACIFIC 145 TABLE 81 ASIA PACIFIC: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 145 TABLE 82 ASIA PACIFIC: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 146 TABLE 83 ASIA PACIFIC: AI IN COMPUTER VISION MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 146 TABLE 84 ASIA PACIFIC: AI IN COMPUTER VISION MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 146 11.4.1 ASIA PACIFIC: IMPACT OF RECESSION 146 11.4.2 CHINA 147 11.4.2.1 Heavy investments in computer vision technologies for security and surveillance purposes to drive market 147 11.4.3 JAPAN 148 11.4.3.1 Growing demand for autonomous vehicles to boost demand for AI in computer vision technologies across Japan 148 11.4.4 INDIA 148 11.4.4.1 Growing initiatives to implement industry 4.0 to drive market 148 11.4.5 SOUTH KOREA 149 11.4.5.1 Increasing government spending to boost AI infrastructure 149 11.4.6 REST OF ASIA PACIFIC 150 11.5 ROW 150 TABLE 85 ROW: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 150 TABLE 86 ROW: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 150 TABLE 87 ROW: AI IN COMPUTER VISION MARKET, BY REGION, 2019–2022 (USD MILLION) 151 TABLE 88 ROW: AI IN COMPUTER VISION MARKET, BY REGION, 2023–2028 (USD MILLION) 151 11.5.1 ROW: IMPACT OF RECESSION 151 11.5.2 MIDDLE EAST & AFRICA 151 11.5.2.1 Investments to promote automation in electronics and medical applications to benefit market 151 11.5.3 SOUTH AMERICA 152 11.5.3.1 Growing application of AI technologies to overcome physical limitations of capital and labor to fuel market 152 12 COMPETITIVE LANDSCAPE 153 12.1 OVERVIEW 153 12.2 STRATEGIES ADOPTED BY KEY PLAYERS/RIGHT TO WIN 153 TABLE 89 OVERVIEW OF STRATEGIES DEPLOYED BY AI IN COMPUTER VISION OEMS 153 12.3 COMPANY REVENUE ANALYSIS, 2022 156 12.3.1 3-YEAR AI IN COMPUTER VISION REVENUE ANALYSIS OF TOP FIVE PLAYERS, 2020–2022 156 FIGURE 48 3-YEAR AI IN COMPUTER VISION REVENUE ANALYSIS OF TOP FIVE PLAYERS, 2020–2022 156 12.4 MARKET SHARE ANALYSIS, 2022 157 FIGURE 49 SHARE OF MAJOR PLAYERS IN AI IN COMPUTER VISION MARKET, 2022 157 12.4.1 AI IN COMPUTER VISION MARKET: DEGREE OF COMPETITION 157 TABLE 90 AI IN COMPUTER VISION MARKET: DEGREE OF COMPETITION 157 12.5 COMPANY EVALUATION QUADRANT 159 12.5.1 STARS 159 12.5.2 PERVASIVE PLAYERS 160 12.5.3 EMERGING LEADERS 160 12.5.4 PARTICIPANTS 160 FIGURE 50 AI IN COMPUTER VISION MARKET: COMPANY EVALUATION QUADRANT, 2022 160 12.6 STARTUP/SME EVALUATION QUADRANT 161 12.6.1 PROGRESSIVE COMPANIES 161 12.6.2 RESPONSIVE COMPANIES 161 12.6.3 DYNAMIC COMPANIES 161 12.6.4 STARTING BLOCKS 161 FIGURE 51 AI IN COMPUTER VISION MARKET: STARTUP/SME EVALUATION QUADRANT, 2022 162 12.7 AI IN COMPUTER VISION MARKET: COMPANY FOOTPRINT 163 TABLE 91 FOOTPRINT OF COMPANIES 163 TABLE 92 END-USE INDUSTRY FOOTPRINT OF COMPANIES 164 TABLE 93 PRODUCT FOOTPRINT OF COMPANIES 165 TABLE 94 REGIONAL FOOTPRINT OF COMPANIES 166   12.8 STARTUP EVALUATION MATRIX 167 12.8.1 LIST OF STARTUPS: AI IN COMPUTER VISION MARKET 167 TABLE 95 LIST OF STARTUPS: AI IN COMPUTER VISION MARKET 167 12.8.2 STARTUP MATRIX: DETAILED LIST OF KEY STARTUPS 168 TABLE 96 STARTUP MATRIX: DETAILED LIST OF KEY STARTUPS 168 TABLE 97 AI IN COMPUTER VISION MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS, BY COMPONENT 169 TABLE 98 AI IN COMPUTER VISION MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS, BY REGION 169 12.9 COMPETITIVE SCENARIO AND TRENDS 170 12.9.1 DEALS 170 TABLE 99 AI IN COMPUTER VISION MARKET: DEALS, 2020–2023 170 TABLE 100 AI IN COMPUTER VISION MARKET: PRODUCT LAUNCHES, 2020–2022 175 13 COMPANY PROFILES 181 (Business overview, Products/Solutions/Services offered, Recent developments & MnM View)* 13.1 KEY PLAYERS 181 13.1.1 NVIDIA CORPORATION 181 TABLE 101 NVIDIA CORPORATION: BUSINESS OVERVIEW 181 FIGURE 52 NVIDIA CORPORATION: COMPANY SNAPSHOT 182 TABLE 102 NVIDIA CORPORATION: PRODUCT/SOLUTION/SERVICE OFFERINGS 183 TABLE 103 NVIDIA CORPORATION: DEALS 186 TABLE 104 NVIDIA CORPORATION: PRODUCT LAUNCHES AND DEVELOPMENTS 188 13.1.2 IBM CORPORATION 191 TABLE 105 IBM CORPORATION: BUSINESS OVERVIEW 191 FIGURE 53 IBM CORPORATION: COMPANY SNAPSHOT 192 TABLE 106 IBM CORPORATION: PRODUCT/SOLUTION/SERVICE OFFERINGS 192 TABLE 107 IBM CORPORATION: DEALS 193 TABLE 108 IBM CORPORATION: PRODUCT LAUNCHES AND DEVELOPMENTS 194 13.1.3 MICROSOFT CORPORATION 196 TABLE 109 MICROSOFT CORPORATION: BUSINESS OVERVIEW 196 FIGURE 54 MICROSOFT CORPORATION: COMPANY SNAPSHOT 197 TABLE 110 MICROSOFT CORPORATION: PRODUCT/SOLUTION/SERVICE OFFERINGS 198 TABLE 111 MICROSOFT CORPORATION: DEALS 199 TABLE 112 MICROSOFT CORPORATION: PRODUCT LAUNCHES AND DEVELOPMENTS 200 13.1.4 QUALCOMM TECHNOLOGIES, INC. 202 TABLE 113 QUALCOMM TECHNOLOGIES, INC.: BUSINESS OVERVIEW 202 FIGURE 55 QUALCOMM TECHNOLOGIES, INC.: COMPANY SNAPSHOT 203 TABLE 114 QUALCOMM TECHNOLOGIES, INC.: PRODUCT/SOLUTION/SERVICE OFFERINGS 204 TABLE 115 QUALCOMM TECHNOLOGIES, INC.: DEALS 205 TABLE 116 QUALCOMM: PRODUCT LAUNCHES 206 13.1.5 INTEL CORPORATION 208 TABLE 117 INTEL CORPORATION: BUSINESS OVERVIEW 208 FIGURE 56 INTEL CORPORATION: COMPANY SNAPSHOT 209 TABLE 118 INTEL CORPORATION: PRODUCT/SOLUTION/SERVICE OFFERINGS 209 TABLE 119 INTEL CORPORATION: PRODUCT LAUNCHES AND DEVELOPMENTS 212 TABLE 120 INTEL CORPORATION: DEALS 213 13.1.6 ADVANCED MICRO DEVICES, INC.(AMD) 214 TABLE 121 ADVANCED MICRO DEVICES, INC (AMD): BUSINESS OVERVIEW 214 FIGURE 57 ADVANCED MICRO DEVICES, INC (AMD): COMPANY SNAPSHOT 215 TABLE 122 ADVANCED MICRO DEVICES, INC (AMD): PRODUCT/SOLUTION/SERVICE OFFERINGS 216 TABLE 123 ADVANCED MICRO DEVICES, INC (AMD): DEALS 216 TABLE 124 ADVANCED MICRO DEVICES, INC (AMD): PRODUCT LAUNCHES AND DEVELOPMENTS 217 13.1.7 ALPHABET, INC. 218 TABLE 125 ALPHABET, INC.: BUSINESS OVERVIEW 218 FIGURE 58 ALPHABET, INC.: COMPANY SNAPSHOT 219 TABLE 126 ALPHABET, INC.: PRODUCT/SOLUTION/SERVICE OFFERINGS 219 TABLE 127 ALPHABET, INC.: DEALS 220 TABLE 128 ALPHABET, INC.: PRODUCT LAUNCHES AND DEVELOPMENTS 221 13.1.8 BASLER AG 222 TABLE 129 BASLER AG: BUSINESS OVERVIEW 222 FIGURE 59 BASLER AG: COMPANY SNAPSHOT 222 TABLE 130 BASLER AG: PRODUCT/SOLUTION/SERVICE OFFERINGS 223 TABLE 131 BASLER AG: PRODUCT LAUNCHES AND DEVELOPMENTS 224 13.1.9 AMAZON.COM, INC. 226 TABLE 132 AMAZON.COM, INC.: BUSINESS OVERVIEW 226 FIGURE 60 AMAZON.COM, INC: COMPANY SNAPSHOT 227 TABLE 133 AMAZON.COM, INC: PRODUCT/SOLUTION/SERVICE OFFERINGS 227 TABLE 134 AMAZON.COM, INC: PRODUCT LAUNCHES 229 TABLE 135 AMAZON.COM, INC: DEALS 230 13.1.10 GROQ, INC. 231 TABLE 136 GROQ, INC.: BUSINESS OVERVIEW 231 TABLE 137 GROQ, INC.: PRODUCT/SOLUTION/SERVICE OFFERINGS 232 TABLE 138 GROQ, INC.: DEALS 233 13.1.11 HAILO 234 TABLE 139 HAILO.: BUSINESS OVERVIEW 234 TABLE 140 HAILO: PRODUCT/SOLUTION/SERVICE OFFERINGS 234 TABLE 141 HAILO: DEALS 236 TABLE 142 HAILO: PRODUCT LAUNCHES 236 *Details on Business overview, Products/Solutions/Services offered, Recent developments & MnM View might not be captured in case of unlisted companies.   13.2 OTHER KEY PLAYERS 237 13.2.1 SIGHTHOUND, INC. 237 13.2.2 NEURALA, INC 238 13.2.3 DATAGEN 238 13.2.4 GRAPHCORE 239 13.2.5 GROOPIC 239 13.2.6 ULTRALEAP 240 13.2.7 ALGOLUX 241 13.2.8 ATHENA SECURITY 241 13.2.9 SNORKEL AI 242 13.2.10 VIZSEEK 242 13.2.11 ROBOTIC VISION TECHNOLOGIES 243 13.2.12 CREATIVE VIRTUAL 244 13.2.13 AMP ROBOTICS 245 13.2.14 CUREMETRIX 245 13.2.15 VERTA INC. 246 14 APPENDIX 247 14.1 DISCUSSION GUIDE 247 14.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 252 14.3 CUSTOMIZATION OPTIONS 254 14.4 RELATED REPORTS 254 14.5 AUTHOR DETAILS 255

　

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Summary

The global AI in computer vision market is expected to be valued at USD 17.2 billion in 2023 and is projected to reach USD 45.7 billion by 2028 at a CAGR of 21.5% from 2023 to 2028. The advancement in 3D acquisition systems and the computing power of smart devices/laptops have helped solve identification tasks by fitting a deformable 3D model to 2D images. Facial recognition technology uses deep learning models to detect, normalize, validate, match, and identify faces. AI models are trained with millions of facial images, and depending on the use case, they are designed to generate mathematical representations of a human face (embeddings). These embeddings can be stored and referenced by other models to infer identity.
"AI Solution: The largest growing software segment for AI in computer vision market"
Recently, most developments have been witnessed in AI solutions and related software development kits. AI solutions are created using nonprocedural languages such as LISP and PROLOG. These languages allow systems to learn and modify responses according to the environment. Depending on the application, a fast CPU, high-capacity RAM, large storage capacity, a graphics card, and a few specialized input and output devices are required to install AI software. Companies are trying to provide AI solutions to reduce the volume and complexity of data in various verticals. Digitalizing healthcare and combining the power of artificial intelligence can help healthcare providers remain competitive despite the shortage of skilled staff and continuous increase in the volumes of imaging scans. For instance, AI solutions by Siemens Healthineers (Germany) are helpful in clinical processes. During the scan preparation, AI assists in the form of an intelligent and automated workflow in CT scans to generate reliable and consistent images while reducing unwanted variations.
"Consumer Electronics: Largest end-use industry of AI in computer vision market"
The consumer electronics vertical includes cameras, gaming devices, wearables, and smartphones. The addition of AI capabilities to smartphones will help change two main aspects: user–machine interaction and context-personalized openness. User–machine interaction will improve the efficiency between the users and their phones across text, voice, image, video, and sensors. In contrast, context-personalized openness will actively provide services and aggregated information across apps, content, third-party, and native features. Amazon Web Services (US) has launched an AI-powered camera called DeepLens for developing and deploying machine learning algorithms and services for AI-powered transcription and translation. DeepLens includes applications such as optical character recognition and image and object recognition, which would help test and develop new vision-based AI functionalities efficiently and quickly.
"China: The largest consumer region in Asia Pacific for AI in computer vision"
The deployment of computer vision systems is rapidly increasing because of the growing need for automation in China. Moreover, there is a year-on-year increase in labor costs, so companies are increasingly adopting automation systems to reduce production costs. A rise in manufacturing operations mainly contributes to the country's economic development.
China has invested heavily in computer vision technologies for security and surveillance purposes. The country has implemented several large-scale surveillance systems that rely on computer vision algorithms to monitor and track individuals in public spaces. In January 2022, a new report from the Center for Security and Emerging Technology (CSET) found that the research sector of China is investing heavily in AI-based computer vision technology, especially in the security and surveillance sector. It has a massive lead in three key areas: person re-identification (REID), crowd counting, and spoofing detection.

The study contains insights from various industry experts, ranging from component suppliers to Tier 1 companies and OEMs. The break-up of the primaries is as follows:
• By Company Type: Tier 1 – 45%, Tier 2 – 32%, and Tier 3 – 23%
• By Designation: C-level Executives – 30%, Directors – 45%, and Others – 25%
• By Region: North America – 26%, Europe – 40%, Asia Pacific – 22%, RoW – 12%

The key players operating in the AI in computer vision market are NVIDIA Corporation (US), Intel Corporation (US), Microsoft (US), IBM Corporation (US), Qualcomm Technologies Inc. (US), Advanced Micro Devices, Inc (US), Alphabet, Inc. (US), Amazon (US), Basler AG (Germany), Hailo (US), and Groq, Inc. (US). The other company profiles included in the scope are Sighthound, Inc. (US), Neurala, Inc. (US), Datagen (Israel), Graphcore (UK), Groopic (US), Ultraleap (US), Algolux (US), Athena Security (US), Snorkel AI (US), Vizseek (US), Robotic Vision Technologies (US), AMP Robotics (US), CureMetrix (US), and Creative Virtual (UK).

Research Coverage:
The report segments the AI in the computer vision market and forecasts its size, by value, based on component, function, application, end-use industry, and region.
The report also provides a comprehensive review of market drivers, restraints, opportunities, and challenges in the AI in computer vision market. The report also covers qualitative aspects in addition to the quantitative aspects of these markets.
Key Benefits of Buying the Report
The report will help the leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall market and the sub-segments. This report will help stakeholders and gain more insights to better position their businesses and plan suitable go-to-market strategies. The report also helps stakeholders understand the pulse of the AI in computer vision market and provides them with information on key market drivers, restraints, challenges, and opportunities.



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Table of Contents

1 INTRODUCTION 21 1.1 STUDY OBJECTIVES 21 1.2 MARKET DEFINITION 21 1.2.1 INCLUSIONS AND EXCLUSIONS 22 1.3 STUDY SCOPE 22 1.3.1 MARKETS COVERED 22 FIGURE 1 SEGMENTATION OF AI IN COMPUTER VISION MARKET 22 1.3.2 GEOGRAPHIC SCOPE 23 1.3.3 YEARS CONSIDERED 23 1.4 CURRENCY 24 1.5 STAKEHOLDERS 24 1.6 SUMMARY OF CHANGES 25 2 RESEARCH METHODOLOGY 26 2.1 RESEARCH DATA 26 FIGURE 2 AI IN COMPUTER VISION MARKET: RESEARCH DESIGN 26 2.1.1 SECONDARY DATA 27 2.1.1.1 Major secondary sources 27 2.1.1.2 Key data from secondary sources 27 2.1.2 PRIMARY DATA 28 2.1.2.1 Primary interviews with experts 28 2.1.2.2 Key data from primary sources 29 2.1.2.3 Key industry insights 29 2.1.2.4 Breakdown of primaries 30 2.1.3 SECONDARY AND PRIMARY RESEARCH 30 2.2 MARKET SIZE ESTIMATION 31 FIGURE 3 RESEARCH FLOW OF MARKET SIZE ESTIMATION 31 FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY (SUPPLY SIDE): REVENUE FROM SALES OF AI COMPUTER VISION PRODUCTS AND SOLUTIONS 32 2.2.1 BOTTOM-UP APPROACH 32 2.2.1.1 Approach to arrive at market size using bottom-up analysis 32 FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY: BOTTOM-UP APPROACH 33 2.2.2 TOP-DOWN APPROACH 33 2.2.2.1 Approach to capture market share using top-down analysis (supply side) 33 FIGURE 6 TOP-DOWN APPROACH 34 2.3 DATA TRIANGULATION 34 FIGURE 7 DATA TRIANGULATION 34 2.4 RESEARCH ASSUMPTIONS 35 2.5 RISK ASSESSMENT 36 TABLE 1 RISK FACTOR ANALYSIS 36 2.6 ASSUMPTIONS REGARDING RECESSION 36 TABLE 2 ASSUMPTIONS REGARDING RECESSION 36 2.7 STUDY LIMITATIONS 37 3 EXECUTIVE SUMMARY 38 3.1 RECESSION ANALYSIS 38 FIGURE 8 GDP GROWTH PROJECTION UNTIL 2023 FOR MAJOR ECONOMIES 38 FIGURE 9 MARKET PROJECTIONS FOR AI IN COMPUTER VISION MARKET 39 3.2 GROWTH RATE ASSUMPTIONS/FORECAST 40 FIGURE 10 SOFTWARE SEGMENT TO ACCOUNT FOR LARGER MARKET SHARE BY 2028 41 FIGURE 11 AI IN COMPUTER VISION MARKET FOR INFERENCE TO CONTINUE TO ACCOUNT FOR LARGER MARKET SHARE DURING FORECAST PERIOD 42 FIGURE 12 NON-INDUSTRIAL SEGMENT TO CONTINUE TO ACCOUNT FOR LARGER MARKET SHARE IN AI COMPUTER VISION MARKET DURING FORECAST PERIOD 42 FIGURE 13 CONSUMER ELECTRONICS SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE WHILE AUTOMOTIVE TO EXHIBIT HIGHEST CAGR DURING FORECAST PERIOD 43 FIGURE 14 AI IN COMPUTER VISION MARKET IN ASIA PACIFIC TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD 44 4 PREMIUM INSIGHTS 45 4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS AI IN COMPUTER VISION MARKET 45 FIGURE 15 GOVERNMENT INITIATIVES TO SUPPORT INDUSTRIAL AUTOMATION TO CREATE ATTRACTIVE GROWTH OPPORTUNITIES FOR AI IN COMPUTER VISION MARKET PLAYERS 45 4.2 AI IN COMPUTER VISION MARKET IN NORTH AMERICA, BY COMPONENT AND COUNTRY 46 FIGURE 16 SOFTWARE AND US ARE LARGEST SHAREHOLDERS IN AI IN COMPUTER VISION MARKET IN 2023 46 4.3 AI IN COMPUTER VISION MARKET, BY HARDWARE PROCESSOR TYPE 46 FIGURE 17 CPU SEGMENT TO HOLD LARGEST SHARE OF AI IN COMPUTER VISION MARKET IN 2028 46 4.4 AI IN COMPUTER VISION MARKET, BY REGION 47 FIGURE 18 CHINA TO REGISTER HIGHEST CAGR IN AI IN COMPUTER VISION MARKET BETWEEN 2023 AND 2028 47 5 MARKET OVERVIEW 48 5.1 INTRODUCTION 48 5.2 MARKET DYNAMICS 48 FIGURE 19 MARKET DYNAMICS: AI IN COMPUTER VISION MARKET 48 5.2.1 DRIVERS 49 FIGURE 20 AI IN COMPUTER VISION MARKET DRIVERS: IMPACT ANALYSIS 49 5.2.1.1 Increasing demand for automation and efficiency 49 5.2.1.2 Advancements in deep learning and neural network technologies 50 5.2.1.3 Growing impact of AI in machine vision 50 5.2.2 RESTRAINTS 51 FIGURE 21 AI IN COMPUTER VISION MARKET RESTRAINTS: IMPACT ANALYSIS 51 5.2.2.1 Limited understanding and technical expertise in AI computer vision 51 5.2.2.2 High cost of acquiring and implementing AI computer vision solutions 52 5.2.2.3 Lack of skilled professionals in manufacturing factories 52 5.2.3 OPPORTUNITIES 53 FIGURE 22 AI IN COMPUTER VISION MARKET OPPORTUNITIES: IMPACT ANALYSIS 53 5.2.3.1 Emerging applications of AI computer vision in agriculture, logistics, and manufacturing 53 5.2.3.2 Increasing use of AI computer vision in autonomous systems 54 5.2.3.3 Growing demand for real-time and high-precision visual data analysis 54 5.2.3.4 Development of machine learning pertaining to vision technology 54 5.2.4 CHALLENGES 55 FIGURE 23 AI IN COMPUTER VISION MARKET CHALLENGES: IMPACT ANALYSIS 55 5.2.4.1 Overcoming limitations in current AI computer vision technologies 55 5.2.4.2 Maintaining trust and transparency of AI computer vision systems 56 5.3 VALUE CHAIN ANALYSIS 56 FIGURE 24 VALUE CHAIN ANALYSIS: AI IN COMPUTER VISION 56 5.4 ECOSYSTEM ANALYSIS 57 FIGURE 25 KEY PLAYERS IN AI IN COMPUTER VISION MARKET 57 TABLE 3 ROLE OF COMPANIES IN ECOSYSTEM/VALUE CHAIN 58 5.5 PORTER'S FIVE FORCES ANALYSIS 59 TABLE 4 AI IN COMPUTER VISION MARKET: PORTER'S FIVE FORCES ANALYSIS 59 FIGURE 26 PORTER'S FIVE FORCES ANALYSIS: AI IN COMPUTER VISION MARKET 59 5.5.1 INTENSITY OF COMPETITIVE RIVALRY 60 5.5.2 THREAT OF NEW ENTRANTS 60 5.5.3 BARGAINING POWER OF SUPPLIERS 60 5.5.4 BARGAINING POWER OF BUYERS 60 5.5.5 THREAT OF SUBSTITUTES 61 5.6 KEY STAKEHOLDERS AND BUYING CRITERIA 61 5.6.1 KEY STAKEHOLDERS IN BUYING PROCESS 61 FIGURE 27 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS 61 TABLE 5 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP 3 APPLICATIONS (%) 61 5.6.2 BUYING CRITERIA 62 FIGURE 28 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 62 TABLE 6 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS 62 5.7 TRENDS/DISRUPTIONS IMPACTING CUSTOMER BUSINESS 62 FIGURE 29 REVENUE SHIFT FOR PLAYERS IN AI COMPUTER VISION MARKET 63 5.8 CASE STUDY ANALYSIS 63 5.8.1 VULCAN AI USES AI VISION AND DEEP LEARNING TO CREATE SAFER WORKPLACE 63 5.8.2 AI ALGORITHMS USED IN MEDICAL IMAGE ANALYSIS BY INCORPORATING COMPUTER VISION TECHNOLOGY 64 5.8.3 RETAIL: OBJECT DETECTION AND RECOGNITION 64 5.8.4 TRANSPORTATION: AUTONOMOUS VEHICLE NAVIGATION 64 5.8.5 AUTOMOTIVE INDUSTRY: OBJECT RECOGNITION AND CLASSIFICATION IN TRAFFIC 65 5.9 TECHNOLOGY ANALYSIS 65 5.9.1 COGNITIVE ROBOTS 65 5.9.2 INTERNET OF THINGS 65 5.9.3 ANALYSIS OF AI CHIP AND PROCESSOR TECHNOLOGY 65 TABLE 7 COMPARISON OF AI CHIP TYPES 66 5.9.4 CAMERA TECHNOLOGY 66 5.9.4.1 Frame rate 66 5.9.4.1.1 <25 fps 66 5.9.4.1.2 25–125 fps 66 5.9.4.1.3 >125 fps 67 5.9.4.2 Resolution 67 5.9.4.2.1 >=40 MP 67 5.9.4.2.2 20–39 MP 67 5.9.4.2.3 6–19 MP 67 5.9.4.2.4 >2–5 MP 67 5.9.4.2.5 <2 MP 67 5.10 AVERAGE SELLING PRICE ANALYSIS 68 FIGURE 30 AVERAGE SELLING PRICE OF AI IN COMPUTER VISION HARDWARE, BASED ON END-USE INDUSTRY 68 5.10.1 AVERAGE SELLING PRICE OF AI IN COMPUTER VISION HARDWARE, BY KEY END-USE INDUSTRY (USD) 68 TABLE 8 AVERAGE SELLING PRICES OF AI IN COMPUTER VISION HARDWARE, BY KEY END-USE INDUSTRY (USD) 68 5.10.2 AVERAGE SELLING PRICE TRENDS 68 FIGURE 31 AVERAGE SELLING PRICE ANALYSIS 69 5.10.3 SUBSCRIPTION-BASED COMPUTER VISION PRICING 69 TABLE 9 SUBSCRIPTION-BASED COMPUTER VISION PRICING 69 5.11 PATENT ANALYSIS 70 FIGURE 32 NUMBER OF PATENTS GRANTED IN AI IN COMPUTER VISION MARKET, 2012–2022 70 TABLE 10 LIST OF A FEW PATENTS IN AI IN COMPUTER VISION MARKET, 2019–2021 70 5.12 TRADE ANALYSIS 73 TABLE 11 IMPORT DATA, BY COUNTRY, 2017–2021 (USD MILLION) 73 FIGURE 33 IMPORT DATA, BY COUNTRY, 2017–2021 (USD MILLION) 73 TABLE 12 EXPORT DATA, BY COUNTRY, 2017–2021 (USD MILLION) 74 FIGURE 34 EXPORT DATA, BY COUNTRY, 2017–2021 (USD MILLION) 74 5.13 TARIFF ANALYSIS 75 TABLE 13 MFN TARIFFS FOR HS CODE: 854231 EXPORTED BY CHINA 75 TABLE 14 MFN TARIFFS FOR HS CODE: 851762 EXPORTED BY US 75 TABLE 15 MFN TARIFF FOR HS CODE: 851762 EXPORTED BY GERMANY 75 5.14 STANDARDS AND REGULATORY LANDSCAPE 76 5.14.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 76 5.14.1.1 North America: Regulatory bodies, government agencies, and other organizations 76 TABLE 16 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 76 5.14.1.2 Europe: Regulatory bodies, government agencies, and other organizations 76 TABLE 17 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 76 5.14.1.3 Asia Pacific: Regulatory bodies, government agencies, and other organizations 77 TABLE 18 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 77 5.14.1.4 RoW: Regulatory bodies, government agencies, and other organizations 78 TABLE 19 ROW: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 78 5.14.2 STANDARDS & REGULATIONS RELATED TO AI IN COMPUTER VISION MARKET 78 5.15 KEY CONFERENCES AND EVENTS, 2022–2023 79 TABLE 20 AI IN COMPUTER VISION MARKET: DETAILED LIST OF CONFERENCES AND EVENTS 79 6 AI IN COMPUTER VISION MARKET, BY COMPONENT 80 6.1 INTRODUCTION 81 FIGURE 35 AI IN COMPUTER VISION MARKET, BY COMPONENT 81 FIGURE 36 AI IN COMPUTER VISION MARKET FOR SOFTWARE TO GROW AT HIGHER CAGR DURING FORECAST PERIOD 81 TABLE 21 AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 82 TABLE 22 AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 82 6.2 HARDWARE 82 6.2.1 GROWING DEPLOYMENT OF AI INFRASTRUCTURE TO DRIVE MARKET 82 TABLE 23 AI IN COMPUTER VISION MARKET, BY HARDWARE TYPE, 2019–2022 (USD MILLION) 82 TABLE 24 AI IN COMPUTER VISION MARKET, BY HARDWARE TYPE, 2023–2028 (USD MILLION) 83 6.2.2 HARDWARE: AI IN COMPUTER VISION MARKET, BY REGION 83 TABLE 25 HARDWARE: AI IN COMPUTER VISION MARKET, BY REGION, 2019–2022 (USD MILLION) 83 TABLE 26 HARDWARE: AI IN COMPUTER VISION MARKET, BY REGION, 2023–2028 (USD MILLION) 83 6.2.3 HARDWARE: AI IN COMPUTER VISION MARKET, BY FUNCTION 83 TABLE 27 HARDWARE: AI IN COMPUTER VISION MARKET, BY FUNCTION, 2019–2022 (USD MILLION) 83 TABLE 28 HARDWARE: AI IN COMPUTER VISION MARKET, BY FUNCTION, 2023–2028 (USD MILLION) 84 6.2.4 HARDWARE: AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY 84 TABLE 29 HARDWARE: AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY, 2019–2022 (USD MILLION) 84 TABLE 30 HARDWARE: AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY, 2023–2028 (USD MILLION) 85 6.2.5 PROCESSOR 85 TABLE 31 PROCESSOR: AI IN COMPUTER VISION MARKET, BY TYPE, 2019–2022 (USD MILLION) 85 TABLE 32 PROCESSOR: AI IN COMPUTER VISION MARKET, BY TYPE, 2023–2028 (USD MILLION) 86 6.2.6 PROCESSOR: AI IN COMPUTER VISION MARKET, BY TYPE (UNIT SHIPMENT DATA) 86 TABLE 33 PROCESSOR: AI IN COMPUTER VISION MARKET, BY TYPE, SHIPMENT DATA, 2019–2022 (MILLION UNITS) 86 TABLE 34 PROCESSOR: AI IN COMPUTER VISION MARKET, BY TYPE, SHIPMENT DATA, 2023–2028 (MILLION UNITS) 86 6.2.6.1 CPU 86 6.2.6.2 GPU 87 6.2.6.3 ASIC 88 6.2.6.4 FPGA 88 6.2.7 MEMORY 89 6.2.8 STORAGE 90 6.3 SOFTWARE 91 6.3.1 USE OF AI SOLUTIONS TO REDUCE VOLUME AND COMPLEXITY OF DATA TO LEAD TO MARKET GROWTH 91 TABLE 35 AI IN COMPUTER VISION MARKET, BY SOFTWARE TYPE, 2019–2022 (USD MILLION) 91 TABLE 36 AI IN COMPUTER VISION MARKET, BY SOFTWARE, 2023–2028 (USD MILLION) 91 6.3.2 SOFTWARE: AI IN COMPUTER VISION MARKET, BY REGION 92 TABLE 37 SOFTWARE: AI IN COMPUTER VISION MARKET, BY REGION, 2019–2022 (USD MILLION) 92 TABLE 38 SOFTWARE: AI IN COMPUTER VISION MARKET, BY REGION, 2023–2028 (USD MILLION) 92 6.3.3 SOFTWARE: AI IN COMPUTER VISION MARKET, BY FUNCTION 92 TABLE 39 SOFTWARE: AI IN COMPUTER VISION MARKET, BY FUNCTION, 2019–2022 (USD MILLION) 92 TABLE 40 SOFTWARE: AI IN COMPUTER VISION MARKET, BY FUNCTION, 2023–2028 (USD MILLION) 92 6.3.4 SOFTWARE: AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY 93 TABLE 41 SOFTWARE: AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY, 2019–2022 (USD MILLION) 93 TABLE 42 SOFTWARE: AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY, 2023–2028 (USD MILLION) 93 6.3.5 AI PLATFORM 94 6.3.6 AI SOLUTION 94 7 AI IN COMPUTER VISION MARKET, BY FUNCTION 96 7.1 INTRODUCTION 97 FIGURE 37 AI IN COMPUTER VISION MARKET, BY FUNCTION 97 FIGURE 38 AI IN COMPUTER VISION MARKET FOR TRAINING FUNCTION TO WITNESS HIGHER CAGR DURING FORECAST PERIOD 97 TABLE 43 AI IN COMPUTER VISION MARKET, BY FUNCTION, 2019–2022 (USD MILLION) 97 TABLE 44 AI IN COMPUTER VISION MARKET, BY FUNCTION, 2023–2028 (USD MILLION) 98 7.2 TRAINING 98 7.2.1 RISING ADOPTION OF MACHINE LEARNING AND DEEP LEARNING TECHNOLOGIES TO BOOST ADOPTION OF TRAINING FUNCTION FOR COMPUTER VISION MARKET 98 TABLE 45 TRAINING: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 98 TABLE 46 TRAINING: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 99 7.3 INFERENCE 99 7.3.1 RETAIL AND E-COMMERCE COMPANIES USE ML, AI, AND DL INFERENCE FOR TASKS SUCH AS PRODUCT RECOMMENDATIONS, PRICE OPTIMIZATION, AND INVENTORY MANAGEMENT 99 TABLE 47 INFERENCE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 100 TABLE 48 INFERENCE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 100 8 VARIOUS MACHINE LEARNING MODELS IN COMPUTER VISION 101 8.1 INTRODUCTION 101 FIGURE 39 MACHINE LEARNING MODELS OF AI IN COMPUTER VISION MARKET 101 8.2 SUPERVISED LEARNING 102 8.2.1 SUPERVISED LEARNING INCLUDES ALGORITHMS PROVIDED WITH SET OF LABELED TRAINING DATA TO LEARN 102 8.2.2 CONVOLUTIONAL NEURAL NETWORKS 102 8.2.3 RECURRENT NEURAL NETWORKS 103 8.3 UNSUPERVISED LEARNING 103 8.3.1 MARKET FOR UNSUPERVISED LEARNING TO GROW RAPIDLY AS MORE ORGANIZATIONS ADOPT MACHINE LEARNING AND AI TECHNOLOGIES 103 8.4 REINFORCEMENT LEARNING 104 8.4.1 REINFORCEMENT LEARNING ALLOWS MACHINES AND SOFTWARE AGENTS TO AUTOMATICALLY DETERMINE IDEAL BEHAVIOR TO MAXIMIZE THEIR PERFORMANCE 104 9 AI IN COMPUTER VISION MARKET, BY APPLICATION 105 9.1 INTRODUCTION 106 FIGURE 40 AI IN COMPUTER VISION MARKET, BY APPLICATION 106 FIGURE 41 NON-INDUSTRIAL SEGMENT TO CONTINUE TO HOLD LARGER SHARE OF AI IN COMPUTER VISION MARKET DURING FORECAST PERIOD 106 TABLE 49 AI IN COMPUTER VISION MARKET, BY APPLICATION, 2019–2022 (USD MILLION) 106 TABLE 50 AI IN COMPUTER VISION MARKET, BY APPLICATION, 2023–2028 (USD MILLION) 107 9.2 NON-INDUSTRIAL 107 9.2.1 CAMERA-ENABLED SMARTPHONES TO DRIVE MARKET FOR CONSUMER SEGMENT 107 9.3 INDUSTRIAL 108 9.3.1 FACTORS SUCH AS STRINGENT GOVERNMENT REGULATIONS AND INCREASING QUALITY MAINTENANCE ACTIVITIES TO BOOST MARKET GROWTH IN VARIOUS INDUSTRIES 108 9.3.2 2D MACHINE VISION 108 9.3.3 3D MACHINE VISION 109 9.3.4 QUALITY ASSURANCE & INSPECTION 109 10 AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY 111 10.1 INTRODUCTION 112 FIGURE 42 AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY 112 FIGURE 43 CONSUMER ELECTRONICS TO ACCOUNT FOR LARGEST MARKET SHARE WHILE AUTOMOTIVE TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD 112 TABLE 51 AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY, 2019–2022 (USD MILLION) 113 TABLE 52 AI IN COMPUTER VISION MARKET, BY END-USE INDUSTRY, 2023–2028 (USD MILLION) 113 10.2 AUTOMOTIVE 113 10.2.1 INCREASING NEED TO IMPROVE ROAD SAFETY AND REDUCE MISHAPS TO DRIVE USE OF COMPUTER VISION SOLUTIONS 113 TABLE 53 AUTOMOTIVE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 114 TABLE 54 AUTOMOTIVE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 114 10.2.2 ADAS AND INFOTAINMENT 114 10.2.3 AUTONOMOUS AND SEMI-AUTONOMOUS VEHICLES 115 10.3 CONSUMER ELECTRONICS 115 10.3.1 GROWING DEMAND FOR SMARTPHONES WITH FRONT AND REAR CAMERAS TO BOOST MARKET 115 TABLE 55 CONSUMER ELECTRONICS: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 116 TABLE 56 CONSUMER ELECTRONICS: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 116 10.3.2 GAMING 116 10.3.3 CAMERAS 117 10.3.4 WEARABLES 117 10.3.5 SMARTPHONES 118 10.4 HEALTHCARE 118 10.4.1 RISING ADOPTION OF AI IN COMPUTER VISION TECHNOLOGY IN HEALTHCARE INDUSTRY TO PROPEL MARKET 118 TABLE 57 HEALTHCARE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 118 TABLE 58 HEALTHCARE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 119 10.4.2 RADIOLOGY 119 10.4.3 MEDICAL IMAGING 119 10.5 RETAIL 120 10.5.1 MARKET FOR AI IN COMPUTER VISION IN RETAIL INDUSTRY TO GROW SIGNIFICANTLY 120 TABLE 59 RETAIL: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 121 TABLE 60 RETAIL: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 121 10.6 SECURITY & SURVEILLANCE 121 10.6.1 INCREASING SECURITY THREATS, RISING NEED FOR MORE EFFICIENT AND ACCURATE SECURITY SYSTEMS, AND GROWING ADOPTION OF AI-POWERED TECHNOLOGIES IN SECURITY SECTOR TO DRIVE MARKET 121 TABLE 61 SECURITY & SURVEILLANCE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 121 TABLE 62 SECURITY & SURVEILLANCE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 122 10.6.2 BIOMETRICS 122 10.6.3 IMAGE AND VIDEO ANALYTICS 122 10.6.4 AI-GUIDED DRONE-BASED SURVEILLANCE 123 10.7 MANUFACTURING 124 10.7.1 GROWING POPULARITY OF MACHINE VISION IN MANUFACTURING AND QUALITY CONTROL TO ACCELERATE MARKET GROWTH 124 TABLE 63 MANUFACTURING: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 124 TABLE 64 MANUFACTURING: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 124 10.8 AGRICULTURE 125 10.8.1 INCREASING ADOPTION OF PRECISION AGRICULTURE TECHNIQUES AND RISING NEED FOR MORE EFFICIENT AND ACCURATE FARMING PRACTICES TO BOOST MARKET 125 TABLE 65 AGRICULTURE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 125 TABLE 66 AGRICULTURE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 126 10.8.2 CROP MONITORING 126 10.8.3 AUTOMATED IRRIGATION SYSTEMS 126 10.9 TRANSPORTATION & LOGISTICS 127 10.9.1 INCREASING USE OF COMPUTER VISION SYSTEMS IN REAL-LIFE TRAFFIC APPLICATIONS TO DRIVE MARKET 127 TABLE 67 TRANSPORTATION & LOGISTICS: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 128 TABLE 68 TRANSPORTATION & LOGISTICS: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 128 10.10 OTHERS 128 TABLE 69 OTHERS: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 129 TABLE 70 OTHERS: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 129 11 AI IN COMPUTER VISION MARKET, BY REGION 130 11.1 INTRODUCTION 131 FIGURE 44 AI IN COMPUTER VISION MARKET IN ASIA PACIFIC TO GROW AT HIGHEST CAGR FROM 2023 TO 2028 131 TABLE 71 AI IN COMPUTER VISION MARKET, BY REGION, 2019–2022 (USD MILLION) 131 TABLE 72 AI IN COMPUTER VISION MARKET, BY REGION, 2023–2028 (USD MILLION) 131 11.2 NORTH AMERICA 132 FIGURE 45 SNAPSHOT OF AI IN COMPUTER VISION MARKET IN NORTH AMERICA 133 TABLE 73 NORTH AMERICA: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 133 TABLE 74 NORTH AMERICA: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 134 TABLE 75 NORTH AMERICA: AI IN COMPUTER VISION MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 134 TABLE 76 NORTH AMERICA: AI IN COMPUTER VISION MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 134 11.2.1 NORTH AMERICA: IMPACT OF RECESSION 134 11.2.2 US 135 11.2.2.1 Rising deployment of automation technologies in manufacturing plants to boost requirement for AI-powered computer vision solutions 135 11.2.3 CANADA 136 11.2.3.1 Constant research on AI, ML, and NLP by Canadian universities to fuel market growth 136 11.2.4 MEXICO 136 11.2.4.1 Need for AI-powered computer vision solutions in security and surveillance applications to support market growth 136 11.3 EUROPE 137 FIGURE 46 SNAPSHOT OF AI IN COMPUTER VISION MARKET IN EUROPE 138 TABLE 77 EUROPE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 138 TABLE 78 EUROPE: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 139 TABLE 79 EUROPE: AI IN COMPUTER VISION MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 139 TABLE 80 EUROPE: AI IN COMPUTER VISION MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 139 11.3.1 EUROPE: IMPACT OF RECESSION 140 11.3.2 UK 140 11.3.2.1 Rising investments by UK government in AI and computer vision technologies to contribute to market growth 140 11.3.3 GERMANY 141 11.3.3.1 Growing adoption of computer vision systems in healthcare, retail, and transportation industries to drive market growth 141 11.3.4 FRANCE 142 11.3.4.1 Investments in startups for development of AI ecosystem to drive market 142 11.3.5 ITALY 142 11.3.5.1 Widespread use of computer vision systems in industrial sector to boost market 142 11.3.6 SPAIN 143 11.3.6.1 Presence of strong research community and expanding startup ecosystem to propel market growth 143 11.3.7 REST OF EUROPE 144 11.4 ASIA PACIFIC 144 FIGURE 47 SNAPSHOT OF AI IN COMPUTER VISION MARKET IN ASIA PACIFIC 145 TABLE 81 ASIA PACIFIC: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 145 TABLE 82 ASIA PACIFIC: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 146 TABLE 83 ASIA PACIFIC: AI IN COMPUTER VISION MARKET, BY COUNTRY, 2019–2022 (USD MILLION) 146 TABLE 84 ASIA PACIFIC: AI IN COMPUTER VISION MARKET, BY COUNTRY, 2023–2028 (USD MILLION) 146 11.4.1 ASIA PACIFIC: IMPACT OF RECESSION 146 11.4.2 CHINA 147 11.4.2.1 Heavy investments in computer vision technologies for security and surveillance purposes to drive market 147 11.4.3 JAPAN 148 11.4.3.1 Growing demand for autonomous vehicles to boost demand for AI in computer vision technologies across Japan 148 11.4.4 INDIA 148 11.4.4.1 Growing initiatives to implement industry 4.0 to drive market 148 11.4.5 SOUTH KOREA 149 11.4.5.1 Increasing government spending to boost AI infrastructure 149 11.4.6 REST OF ASIA PACIFIC 150 11.5 ROW 150 TABLE 85 ROW: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2019–2022 (USD MILLION) 150 TABLE 86 ROW: AI IN COMPUTER VISION MARKET, BY COMPONENT, 2023–2028 (USD MILLION) 150 TABLE 87 ROW: AI IN COMPUTER VISION MARKET, BY REGION, 2019–2022 (USD MILLION) 151 TABLE 88 ROW: AI IN COMPUTER VISION MARKET, BY REGION, 2023–2028 (USD MILLION) 151 11.5.1 ROW: IMPACT OF RECESSION 151 11.5.2 MIDDLE EAST & AFRICA 151 11.5.2.1 Investments to promote automation in electronics and medical applications to benefit market 151 11.5.3 SOUTH AMERICA 152 11.5.3.1 Growing application of AI technologies to overcome physical limitations of capital and labor to fuel market 152 12 COMPETITIVE LANDSCAPE 153 12.1 OVERVIEW 153 12.2 STRATEGIES ADOPTED BY KEY PLAYERS/RIGHT TO WIN 153 TABLE 89 OVERVIEW OF STRATEGIES DEPLOYED BY AI IN COMPUTER VISION OEMS 153 12.3 COMPANY REVENUE ANALYSIS, 2022 156 12.3.1 3-YEAR AI IN COMPUTER VISION REVENUE ANALYSIS OF TOP FIVE PLAYERS, 2020–2022 156 FIGURE 48 3-YEAR AI IN COMPUTER VISION REVENUE ANALYSIS OF TOP FIVE PLAYERS, 2020–2022 156 12.4 MARKET SHARE ANALYSIS, 2022 157 FIGURE 49 SHARE OF MAJOR PLAYERS IN AI IN COMPUTER VISION MARKET, 2022 157 12.4.1 AI IN COMPUTER VISION MARKET: DEGREE OF COMPETITION 157 TABLE 90 AI IN COMPUTER VISION MARKET: DEGREE OF COMPETITION 157 12.5 COMPANY EVALUATION QUADRANT 159 12.5.1 STARS 159 12.5.2 PERVASIVE PLAYERS 160 12.5.3 EMERGING LEADERS 160 12.5.4 PARTICIPANTS 160 FIGURE 50 AI IN COMPUTER VISION MARKET: COMPANY EVALUATION QUADRANT, 2022 160 12.6 STARTUP/SME EVALUATION QUADRANT 161 12.6.1 PROGRESSIVE COMPANIES 161 12.6.2 RESPONSIVE COMPANIES 161 12.6.3 DYNAMIC COMPANIES 161 12.6.4 STARTING BLOCKS 161 FIGURE 51 AI IN COMPUTER VISION MARKET: STARTUP/SME EVALUATION QUADRANT, 2022 162 12.7 AI IN COMPUTER VISION MARKET: COMPANY FOOTPRINT 163 TABLE 91 FOOTPRINT OF COMPANIES 163 TABLE 92 END-USE INDUSTRY FOOTPRINT OF COMPANIES 164 TABLE 93 PRODUCT FOOTPRINT OF COMPANIES 165 TABLE 94 REGIONAL FOOTPRINT OF COMPANIES 166   12.8 STARTUP EVALUATION MATRIX 167 12.8.1 LIST OF STARTUPS: AI IN COMPUTER VISION MARKET 167 TABLE 95 LIST OF STARTUPS: AI IN COMPUTER VISION MARKET 167 12.8.2 STARTUP MATRIX: DETAILED LIST OF KEY STARTUPS 168 TABLE 96 STARTUP MATRIX: DETAILED LIST OF KEY STARTUPS 168 TABLE 97 AI IN COMPUTER VISION MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS, BY COMPONENT 169 TABLE 98 AI IN COMPUTER VISION MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS, BY REGION 169 12.9 COMPETITIVE SCENARIO AND TRENDS 170 12.9.1 DEALS 170 TABLE 99 AI IN COMPUTER VISION MARKET: DEALS, 2020–2023 170 TABLE 100 AI IN COMPUTER VISION MARKET: PRODUCT LAUNCHES, 2020–2022 175 13 COMPANY PROFILES 181 (Business overview, Products/Solutions/Services offered, Recent developments & MnM View)* 13.1 KEY PLAYERS 181 13.1.1 NVIDIA CORPORATION 181 TABLE 101 NVIDIA CORPORATION: BUSINESS OVERVIEW 181 FIGURE 52 NVIDIA CORPORATION: COMPANY SNAPSHOT 182 TABLE 102 NVIDIA CORPORATION: PRODUCT/SOLUTION/SERVICE OFFERINGS 183 TABLE 103 NVIDIA CORPORATION: DEALS 186 TABLE 104 NVIDIA CORPORATION: PRODUCT LAUNCHES AND DEVELOPMENTS 188 13.1.2 IBM CORPORATION 191 TABLE 105 IBM CORPORATION: BUSINESS OVERVIEW 191 FIGURE 53 IBM CORPORATION: COMPANY SNAPSHOT 192 TABLE 106 IBM CORPORATION: PRODUCT/SOLUTION/SERVICE OFFERINGS 192 TABLE 107 IBM CORPORATION: DEALS 193 TABLE 108 IBM CORPORATION: PRODUCT LAUNCHES AND DEVELOPMENTS 194 13.1.3 MICROSOFT CORPORATION 196 TABLE 109 MICROSOFT CORPORATION: BUSINESS OVERVIEW 196 FIGURE 54 MICROSOFT CORPORATION: COMPANY SNAPSHOT 197 TABLE 110 MICROSOFT CORPORATION: PRODUCT/SOLUTION/SERVICE OFFERINGS 198 TABLE 111 MICROSOFT CORPORATION: DEALS 199 TABLE 112 MICROSOFT CORPORATION: PRODUCT LAUNCHES AND DEVELOPMENTS 200 13.1.4 QUALCOMM TECHNOLOGIES, INC. 202 TABLE 113 QUALCOMM TECHNOLOGIES, INC.: BUSINESS OVERVIEW 202 FIGURE 55 QUALCOMM TECHNOLOGIES, INC.: COMPANY SNAPSHOT 203 TABLE 114 QUALCOMM TECHNOLOGIES, INC.: PRODUCT/SOLUTION/SERVICE OFFERINGS 204 TABLE 115 QUALCOMM TECHNOLOGIES, INC.: DEALS 205 TABLE 116 QUALCOMM: PRODUCT LAUNCHES 206 13.1.5 INTEL CORPORATION 208 TABLE 117 INTEL CORPORATION: BUSINESS OVERVIEW 208 FIGURE 56 INTEL CORPORATION: COMPANY SNAPSHOT 209 TABLE 118 INTEL CORPORATION: PRODUCT/SOLUTION/SERVICE OFFERINGS 209 TABLE 119 INTEL CORPORATION: PRODUCT LAUNCHES AND DEVELOPMENTS 212 TABLE 120 INTEL CORPORATION: DEALS 213 13.1.6 ADVANCED MICRO DEVICES, INC.(AMD) 214 TABLE 121 ADVANCED MICRO DEVICES, INC (AMD): BUSINESS OVERVIEW 214 FIGURE 57 ADVANCED MICRO DEVICES, INC (AMD): COMPANY SNAPSHOT 215 TABLE 122 ADVANCED MICRO DEVICES, INC (AMD): PRODUCT/SOLUTION/SERVICE OFFERINGS 216 TABLE 123 ADVANCED MICRO DEVICES, INC (AMD): DEALS 216 TABLE 124 ADVANCED MICRO DEVICES, INC (AMD): PRODUCT LAUNCHES AND DEVELOPMENTS 217 13.1.7 ALPHABET, INC. 218 TABLE 125 ALPHABET, INC.: BUSINESS OVERVIEW 218 FIGURE 58 ALPHABET, INC.: COMPANY SNAPSHOT 219 TABLE 126 ALPHABET, INC.: PRODUCT/SOLUTION/SERVICE OFFERINGS 219 TABLE 127 ALPHABET, INC.: DEALS 220 TABLE 128 ALPHABET, INC.: PRODUCT LAUNCHES AND DEVELOPMENTS 221 13.1.8 BASLER AG 222 TABLE 129 BASLER AG: BUSINESS OVERVIEW 222 FIGURE 59 BASLER AG: COMPANY SNAPSHOT 222 TABLE 130 BASLER AG: PRODUCT/SOLUTION/SERVICE OFFERINGS 223 TABLE 131 BASLER AG: PRODUCT LAUNCHES AND DEVELOPMENTS 224 13.1.9 AMAZON.COM, INC. 226 TABLE 132 AMAZON.COM, INC.: BUSINESS OVERVIEW 226 FIGURE 60 AMAZON.COM, INC: COMPANY SNAPSHOT 227 TABLE 133 AMAZON.COM, INC: PRODUCT/SOLUTION/SERVICE OFFERINGS 227 TABLE 134 AMAZON.COM, INC: PRODUCT LAUNCHES 229 TABLE 135 AMAZON.COM, INC: DEALS 230 13.1.10 GROQ, INC. 231 TABLE 136 GROQ, INC.: BUSINESS OVERVIEW 231 TABLE 137 GROQ, INC.: PRODUCT/SOLUTION/SERVICE OFFERINGS 232 TABLE 138 GROQ, INC.: DEALS 233 13.1.11 HAILO 234 TABLE 139 HAILO.: BUSINESS OVERVIEW 234 TABLE 140 HAILO: PRODUCT/SOLUTION/SERVICE OFFERINGS 234 TABLE 141 HAILO: DEALS 236 TABLE 142 HAILO: PRODUCT LAUNCHES 236 *Details on Business overview, Products/Solutions/Services offered, Recent developments & MnM View might not be captured in case of unlisted companies.   13.2 OTHER KEY PLAYERS 237 13.2.1 SIGHTHOUND, INC. 237 13.2.2 NEURALA, INC 238 13.2.3 DATAGEN 238 13.2.4 GRAPHCORE 239 13.2.5 GROOPIC 239 13.2.6 ULTRALEAP 240 13.2.7 ALGOLUX 241 13.2.8 ATHENA SECURITY 241 13.2.9 SNORKEL AI 242 13.2.10 VIZSEEK 242 13.2.11 ROBOTIC VISION TECHNOLOGIES 243 13.2.12 CREATIVE VIRTUAL 244 13.2.13 AMP ROBOTICS 245 13.2.14 CUREMETRIX 245 13.2.15 VERTA INC. 246 14 APPENDIX 247 14.1 DISCUSSION GUIDE 247 14.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 252 14.3 CUSTOMIZATION OPTIONS 254 14.4 RELATED REPORTS 254 14.5 AUTHOR DETAILS 255

　

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