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市場調查報告書
商品編碼
1745031

全球卷積類神經網路市場

Convolutional Neural Networks

出版日期: | 出版商: Global Industry Analysts, Inc. | 英文 220 Pages | 商品交期: 最快1-2個工作天內

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簡介目錄

預計到 2030 年全球卷積類神經網路市場規模將達到 1,160 億美元

2024年,全球卷積類神經網路市場規模估計為144億美元,預計2030年將達到1,160億美元,2024年至2030年的複合年成長率為41.6%。報告分析的細分市場之一——硬體組件——預計複合年成長率為45.9%,到分析期結束時規模將達到787億美元。軟體組件細分市場在分析期間內的複合年成長率預計為33.8%。

美國市場預計將達到 38 億美元,中國市場複合年成長率將達到 39.2%

美國卷積類神經網路市場規模預計在2024年達到38億美元。作為世界第二大經濟體,中國預計到2030年市場規模將達到170億美元,在2024-2030年的分析期間內,複合年成長率為39.2%。其他值得關注的區域市場包括日本和加拿大,預計在分析期間內,複合年成長率分別為38.6%和35.6%。在歐洲,預計德國的複合年成長率為28.5%。

全球卷積類神經網路市場—主要趨勢與促進因素摘要

為什麼卷積類神經網路會改變人工智慧視覺和辨識的前沿?

卷積類神經網路(CNN) 一直是人工智慧發展的基礎,尤其是在影像識別和模式辨識領域。受人類視覺皮層的啟發,CNN 旨在自動自適應地從輸入資料中學習空間特徵層次,從而有效地分析視覺圖像。 CNN 的分層架構由卷積層、池化層和全連接層組成,使其能夠偵測邊緣和角點等低階模式,並逐步識別形狀、臉部和物件等更複雜的結構。 CNN 是眾多應用的核心,涵蓋臉部辨識、自動駕駛、醫學影像診斷和製造業品管等許多領域。 CNN 的優點在於其能夠跨不同尺度和方向泛化特徵,而無需手動進行特徵工程。這不僅使其具有高度準確性,而且還可擴充性到各種資料集。隨著智慧型手機、監控系統和工業感測器等視覺數據的爆炸性成長,對高性能 CNN 模型的需求正在迅速成長。隨著越來越多的行業意識到即時視覺解釋的價值,CNN 正在從學術概念演變為推動自動化、智慧化和操作精度的重要工具。

產業特定應用如何推動各領域對 CNN 的採用?

卷積類神經網路因其從複雜圖像和影片資料中提取有意義見解的獨特能力,正在各行各業加速應用。在醫療保健領域,CNN 為診斷系統提供動力,這些系統可以分析 X 光、MRI 和組織病理學影像,以專家級精度檢測癌症、結核病和神經系統疾病等疾病。在汽車產業,CNN 在自動駕駛汽車的視覺系統中發揮核心作用,可實現車道偵測、物體辨識、行人追蹤和即時決策。在零售業,CNN 用於庫存監控、消費者行為分析和視覺搜尋,而農業則利用基於視覺的模型輔助植物病害檢測、作物健康監測和自動收割。在安全和防禦領域,CNN 用於臉部辨識、監控視訊分析和威脅偵測系統。電子商務平台使用 CNN 進行產品標記、影像分類和擴增實境(AR) 購物體驗。在時尚和媒體等創新領域,CNN 也在推動設計推薦和基於圖像的內容管理的創新。這些多樣化且影響深遠的應用不僅拓寬了 CNN 的範圍,而且還突破了 AI 在現實世界和特定領域中所能實現的界限。

哪些技術創新正在擴展 CNN 的功能和可訪問性?

計算硬體、演算法最佳化和人工智慧框架的進步正在顯著提高卷積類神經網路的效能和可訪問性。 ResNet、Inception、EfficientNet 和 MobileNet 等更有效率網路架構的開發正在實現更快的收斂、更少的記憶體使用量並提高跨任務的準確性。這些模型解決了梯度消失和過擬合等問題,使 CNN 更加健壯和具有泛化能力。遷移學習的使用允許 CNN 在大型資料集(如 ImageNet)上進行預訓練,並使用最少的資料針對特定任務進行微調,從而降低小型組織的資源密集程度。在硬體方面,GPU、TPU 和邊緣人工智慧晶片的興起使得在資源受限的環境中大規模訓練和部署 CNN 成為可能。邊緣部署對於需要低延遲的應用程式尤其有價值,例如即時監控和車載影像處理。同時,TensorFlow、PyTorch 和 Keras 等開放原始碼框架正在推動 CNN 開發的普及,使開發者、研究人員和企業能夠快速建構和迭代。與雲端平台和 AI 即服務模式的整合進一步降低了進入門檻。這些創新使 CNN 更加高效、經濟高效,拓寬了產業和使用案例的範圍。

推動卷積類神經網路全球成長的關鍵因素是什麼?

卷積類神經網路市場的成長得益於數據可用性的整合、產業對自動化的需求以及人工智慧基礎設施的持續改進。其中一個關鍵促進因素是透過智慧型手機、物聯網設備、監控系統和社群媒體平台產生的影像和影片資料的指數級成長。企業擴大尋求實現視覺檢測、決策和客戶互動的自動化。數位轉型的動力正在加速對基於人工智慧的視覺技術的投資,尤其是在醫療保健、汽車、製造和零售等領域。同時,對即時分析和邊緣運算的日益重視,正在推動在嵌入式設備上高效運行的輕量級 CNN 模型的採用。政府和國防部門也在投資以人工智慧為基礎的監控和安全解決方案,進一步推動了需求。此外,CNN 與擴增實境(AR)、機器人技術和自然語言處理等互補技術的融合,正在擴大 CNN 系統的應用範圍和吸引力。隨著人工智慧法規的日益完善和負責任的人工智慧實踐成為主流,CNN 將不斷發展,提高透明度、公平性和可解釋性,以確保其在未來應用中的相關性和可靠性。這些力量共同推動了卷積類神經網路在全球走上強勁且永續的成長軌跡。

部分

按組件(硬體、軟體、服務)、配置(本地、雲端)、應用程式(影像和影像識別、自然語言處理、醫學影像分析、自動駕駛汽車、機器人和製造、其他應用)和產業(醫療保健、汽車、零售和電子商務、IT 和通訊、製造、航太和國防、能源和公共產業、其他產業)

受訪公司範例(42家值得關注的公司)

  • Amazon Web Services, Inc.
  • Apple Inc.
  • Baidu, Inc.
  • Cerebras Systems
  • Clarifai, Inc.
  • DeepMind Technologies
  • Facebook, Inc.(Meta)
  • Google LLC
  • H2O.ai, Inc.
  • IBM Corporation
  • Intel Corporation
  • Microsoft Corporation
  • NVIDIA Corporation
  • OpenAI, LLC
  • Qualcomm Incorporated
  • Samsung Electronics Co., Ltd.
  • Tencent Holdings Ltd.
  • ViitorCloud Technologies
  • Yellow Systems
  • Zfort Group

關稅影響係數

全球產業分析師根據公司總部所在國家、製造地、進出口(成品和原始OEM)來預測其競爭地位的變化。這種複雜且多面向的市場動態預計將以多種方式影響競爭對手,包括人為提高銷貨成本、盈利下降、供應鏈重組以及其他微觀和宏觀市場動態。

全球產業分析師密切關注來自全球頂尖首席經濟學家(14,949位)、智庫(62家)以及貿易和產業協會(171家)的專家的意見,以評估其對生態系統的影響並應對新的市場現實。我們追蹤了來自每個主要國家的專家和經濟學家對關稅及其對本國影響的看法。

全球產業分析師預計,這場動盪將在未來2-3個月內逐漸平息,新的世界秩序將更加清晰地建立。全球產業分析師正在即時追蹤這些事態發展。

2025年4月:談判階段

在4月的報告中,我們將探討關稅對全球整體市場的影響,並提供區域市場調整。我們的預測是基於歷史數據和不斷變化的市場影響因素。

2025年7月:最終關稅調整

在各國宣布最終重置後,客戶將在 7 月收到免費更新,最終更新將包含明確的關稅影響分析。

相互和雙邊貿易及關稅影響分析:

美國<>中國<>墨西哥<>加拿大<>歐盟<>日本<>印度<>其他176個國家

領先的產業經濟學家:全球產業分析師知識庫追蹤了 14,949 位經濟學家,其中包括來自民族國家、智庫、貿易和產業協會、大型企業以及各領域專家的最具影響力的首席經濟學家,他們共用了這場前所未有的全球經濟狀況模式轉移的影響。我們超過 16,491 份報告大多遵循基於里程碑的兩階段發布計劃。

目錄

第1章調查方法

第2章執行摘要

  • 市場概覽
  • 主要企業
  • 市場趨勢和促進因素
  • 全球市場展望

第3章市場分析

  • 美國
  • 加拿大
  • 日本
  • 中國
  • 歐洲
  • 法國
  • 德國
  • 義大利
  • 英國
  • 其他歐洲國家
  • 亞太地區
  • 其他地區

第4章 競賽

簡介目錄
Product Code: MCP34848

Global Convolutional Neural Networks Market to Reach US$116.0 Billion by 2030

The global market for Convolutional Neural Networks estimated at US$14.4 Billion in the year 2024, is expected to reach US$116.0 Billion by 2030, growing at a CAGR of 41.6% over the analysis period 2024-2030. Hardware Component, one of the segments analyzed in the report, is expected to record a 45.9% CAGR and reach US$78.7 Billion by the end of the analysis period. Growth in the Software Component segment is estimated at 33.8% CAGR over the analysis period.

The U.S. Market is Estimated at US$3.8 Billion While China is Forecast to Grow at 39.2% CAGR

The Convolutional Neural Networks market in the U.S. is estimated at US$3.8 Billion in the year 2024. China, the world's second largest economy, is forecast to reach a projected market size of US$17.0 Billion by the year 2030 trailing a CAGR of 39.2% over the analysis period 2024-2030. Among the other noteworthy geographic markets are Japan and Canada, each forecast to grow at a CAGR of 38.6% and 35.6% respectively over the analysis period. Within Europe, Germany is forecast to grow at approximately 28.5% CAGR.

Global Convolutional Neural Networks Market - Key Trends & Drivers Summarized

Why Are Convolutional Neural Networks Transforming the Frontier of AI-Powered Vision and Recognition?

Convolutional Neural Networks (CNNs) have become foundational in advancing artificial intelligence, particularly in the realm of image and pattern recognition. Inspired by the human visual cortex, CNNs are designed to automatically and adaptively learn spatial hierarchies of features from input data, making them exceptionally effective for analyzing visual imagery. Their layered architecture-comprising convolutional layers, pooling layers, and fully connected layers-enables them to detect low-level patterns like edges and corners, and progressively identify more complex structures such as shapes, faces, or objects. CNNs are at the core of applications ranging from facial recognition and autonomous driving to medical image diagnostics and quality control in manufacturing. Their strength lies in their ability to generalize features across varying scales and orientations without the need for manual feature engineering. This makes them not only accurate but also scalable across diverse datasets. With the explosion of visual data through smartphones, surveillance systems, and industrial sensors, the demand for high-performance CNN models is growing rapidly. As more industries recognize the value of real-time visual interpretation, CNNs are evolving from academic concepts into indispensable tools driving automation, intelligence, and operational precision.

How Are Industry-Specific Applications Fueling CNN Adoption Across Sectors?

The adoption of Convolutional Neural Networks is accelerating across a wide range of industries, driven by their unique ability to extract meaningful insights from complex image and video data. In healthcare, CNNs are powering diagnostic systems that analyze X-rays, MRIs, and histopathological images to detect diseases such as cancer, tuberculosis, and neurological disorders with expert-level accuracy. In automotive, CNNs are central to the vision systems of autonomous vehicles, enabling lane detection, object recognition, pedestrian tracking, and real-time decision-making. The retail industry is using CNNs for inventory monitoring, shopper behavior analysis, and visual search, while agriculture benefits from plant disease detection, crop health monitoring, and automated harvesting powered by vision-based models. In security and defense, CNNs are used in facial recognition, surveillance video analysis, and threat detection systems. E-commerce platforms leverage CNNs for product tagging, image classification, and augmented reality (AR) shopping experiences. Even in creative sectors like fashion and media, CNNs are driving innovations in design recommendation and image-based content curation. These diverse, high-impact applications are not only expanding the footprint of CNNs but also pushing the boundaries of what AI can achieve in real-world, domain-specific contexts.

What Technological Innovations Are Expanding the Performance and Accessibility of CNNs?

Advancements in computational hardware, algorithm optimization, and AI frameworks are significantly enhancing the performance and accessibility of Convolutional Neural Networks. The development of more efficient network architectures-such as ResNet, Inception, EfficientNet, and MobileNet-has led to faster convergence, lower memory usage, and higher accuracy across tasks. These models address issues like vanishing gradients and overfitting, making CNNs more robust and generalizable. The use of transfer learning allows CNNs to be pre-trained on large datasets (like ImageNet) and fine-tuned for specific tasks with minimal data, reducing the resource burden for smaller organizations. On the hardware front, the rise of GPUs, TPUs, and edge AI chips has made it possible to train and deploy CNNs at scale, even in resource-constrained environments. Edge deployment is particularly valuable in applications requiring low latency, such as real-time surveillance or in-vehicle image processing. Meanwhile, open-source frameworks like TensorFlow, PyTorch, and Keras are democratizing access to CNN development, allowing developers, researchers, and enterprises to build and iterate rapidly. Integration with cloud platforms and AI-as-a-service models is further lowering the barrier to entry. These innovations are making CNNs more efficient, cost-effective, and applicable across an expanding spectrum of industries and use cases.

What Are the Key Factors Driving the Global Growth of Convolutional Neural Networks?

The growth in the Convolutional Neural Networks market is driven by the convergence of data availability, industry demand for automation, and continuous improvements in AI infrastructure. One of the primary drivers is the exponential increase in image and video data generated through smartphones, IoT devices, surveillance systems, and social media platforms, all of which require intelligent systems to interpret and extract value. Businesses are increasingly seeking ways to automate visual inspection, decision-making, and customer interaction-tasks that CNNs are uniquely equipped to handle. The push toward digital transformation, especially in sectors like healthcare, automotive, manufacturing, and retail, is accelerating investments in AI-based vision technologies. Meanwhile, the growing emphasis on real-time analytics and edge computing is prompting the adoption of lightweight CNN models that can run efficiently on embedded devices. Government and defense sectors are also investing in AI-driven surveillance and security solutions, further boosting demand. Additionally, the integration of CNNs with complementary technologies such as augmented reality, robotics, and natural language processing is expanding the scope and appeal of CNN-powered systems. As AI regulations mature and responsible AI practices become mainstream, CNNs will continue to evolve with improved transparency, fairness, and explainability-ensuring their relevance and trustworthiness in future applications. These combined forces are creating a strong and sustainable growth trajectory for Convolutional Neural Networks on a global scale.

SCOPE OF STUDY:

The report analyzes the Convolutional Neural Networks market in terms of units by the following Segments, and Geographic Regions/Countries:

Segments:

Component (Hardware, Software, Services); Deployment (On-Premise, Cloud); Application (Image & Video Recognition, Natural Language Processing, Medical Image Analysis, Autonomous Vehicles, Robotics & Manufacturing, Other Applications); Vertical (Healthcare, Automotive, Retail & E-Commerce, IT & Telecommunications, Manufacturing, Aerospace & Defense, Energy & Utilities, Other Verticals)

Geographic Regions/Countries:

World; United States; Canada; Japan; China; Europe (France; Germany; Italy; United Kingdom; and Rest of Europe); Asia-Pacific; Rest of World.

Select Competitors (Total 42 Featured) -

  • Amazon Web Services, Inc.
  • Apple Inc.
  • Baidu, Inc.
  • Cerebras Systems
  • Clarifai, Inc.
  • DeepMind Technologies
  • Facebook, Inc. (Meta)
  • Google LLC
  • H2O.ai, Inc.
  • IBM Corporation
  • Intel Corporation
  • Microsoft Corporation
  • NVIDIA Corporation
  • OpenAI, LLC
  • Qualcomm Incorporated
  • Samsung Electronics Co., Ltd.
  • Tencent Holdings Ltd.
  • ViitorCloud Technologies
  • Yellow Systems
  • Zfort Group

TARIFF IMPACT FACTOR

Our new release incorporates impact of tariffs on geographical markets as we predict a shift in competitiveness of companies based on HQ country, manufacturing base, exports and imports (finished goods and OEM). This intricate and multifaceted market reality will impact competitors by artificially increasing the COGS, reducing profitability, reconfiguring supply chains, amongst other micro and macro market dynamics.

We are diligently following expert opinions of leading Chief Economists (14,949), Think Tanks (62), Trade & Industry bodies (171) worldwide, as they assess impact and address new market realities for their ecosystems. Experts and economists from every major country are tracked for their opinions on tariffs and how they will impact their countries.

We expect this chaos to play out over the next 2-3 months and a new world order is established with more clarity. We are tracking these developments on a real time basis.

As we release this report, U.S. Trade Representatives are pushing their counterparts in 183 countries for an early closure to bilateral tariff negotiations. Most of the major trading partners also have initiated trade agreements with other key trading nations, outside of those in the works with the United States. We are tracking such secondary fallouts as supply chains shift.

To our valued clients, we say, we have your back. We will present a simplified market reassessment by incorporating these changes!

APRIL 2025: NEGOTIATION PHASE

Our April release addresses the impact of tariffs on the overall global market and presents market adjustments by geography. Our trajectories are based on historic data and evolving market impacting factors.

JULY 2025 FINAL TARIFF RESET

Complimentary Update: Our clients will also receive a complimentary update in July after a final reset is announced between nations. The final updated version incorporates clearly defined Tariff Impact Analyses.

Reciprocal and Bilateral Trade & Tariff Impact Analyses:

USA <> CHINA <> MEXICO <> CANADA <> EU <> JAPAN <> INDIA <> 176 OTHER COUNTRIES.

Leading Economists - Our knowledge base tracks 14,949 economists including a select group of most influential Chief Economists of nations, think tanks, trade and industry bodies, big enterprises, and domain experts who are sharing views on the fallout of this unprecedented paradigm shift in the global econometric landscape. Most of our 16,491+ reports have incorporated this two-stage release schedule based on milestones.

COMPLIMENTARY PREVIEW

Contact your sales agent to request an online 300+ page complimentary preview of this research project. Our preview will present full stack sources, and validated domain expert data transcripts. Deep dive into our interactive data-driven online platform.

TABLE OF CONTENTS

I. METHODOLOGY

II. EXECUTIVE SUMMARY

  • 1. MARKET OVERVIEW
    • Influencer Market Insights
    • World Market Trajectories
    • Tariff Impact on Global Supply Chain Patterns
    • Convolutional Neural Networks - Global Key Competitors Percentage Market Share in 2025 (E)
    • Competitive Market Presence - Strong/Active/Niche/Trivial for Players Worldwide in 2025 (E)
  • 2. FOCUS ON SELECT PLAYERS
  • 3. MARKET TRENDS & DRIVERS
    • Explosion of Visual Data Across Industries Throws the Spotlight on CNN-Based Image Recognition Models
    • Advancements in Deep Learning Architectures Drive Innovation in CNN Performance and Scalability
    • Proliferation of Edge AI Applications Propels Adoption of Lightweight CNN Models for On-Device Inference
    • Rising Accuracy Demands in Medical Imaging and Diagnostics Strengthen the Business Case for CNN Integration
    • Autonomous Vehicles and ADAS Systems Accelerate Use of CNNs in Real-Time Object Detection and Classification
    • Surging Use of Video Surveillance and Smart Cameras Drives Deployment of CNNs in Security Analytics
    • Growth of Augmented and Virtual Reality Expands the Addressable Market for Real-Time CNN-Based Scene Understanding
    • Push Toward Explainable AI Generates Opportunities for Interpretable CNN Frameworks in Regulated Applications
    • Increasing Use of Transfer Learning Spurs Reusability and Training Efficiency in CNN Model Development
    • Accelerated Computing Advancements Throw the Spotlight on CNN Optimization for GPUs and TPUs
    • Rising Demand for Automated Quality Control in Manufacturing Fuels Use of CNNs in Visual Defect Detection
    • Toolchain Improvements and Open-Source Frameworks Drive Democratization and Deployment of CNN-Based Solutions
  • 4. GLOBAL MARKET PERSPECTIVE
    • TABLE 1: World Convolutional Neural Networks Market Analysis of Annual Sales in US$ Million for Years 2015 through 2030
    • TABLE 2: World Recent Past, Current & Future Analysis for Convolutional Neural Networks by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 3: World 6-Year Perspective for Convolutional Neural Networks by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets for Years 2025 & 2030
    • TABLE 4: World Recent Past, Current & Future Analysis for Hardware by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 5: World 6-Year Perspective for Hardware by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 6: World Recent Past, Current & Future Analysis for Software by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 7: World 6-Year Perspective for Software by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 8: World Recent Past, Current & Future Analysis for Services by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 9: World 6-Year Perspective for Services by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 10: World Recent Past, Current & Future Analysis for Robotics & Manufacturing by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 11: World 6-Year Perspective for Robotics & Manufacturing by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 12: World Recent Past, Current & Future Analysis for Other Applications by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 13: World 6-Year Perspective for Other Applications by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 14: World Recent Past, Current & Future Analysis for Image & Video Recognition by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 15: World 6-Year Perspective for Image & Video Recognition by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 16: World Recent Past, Current & Future Analysis for Natural Language Processing by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 17: World 6-Year Perspective for Natural Language Processing by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 18: World Recent Past, Current & Future Analysis for Medical Image Analysis by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 19: World 6-Year Perspective for Medical Image Analysis by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 20: World Recent Past, Current & Future Analysis for Autonomous Vehicles by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 21: World 6-Year Perspective for Autonomous Vehicles by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 22: World Recent Past, Current & Future Analysis for Healthcare by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 23: World 6-Year Perspective for Healthcare by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 24: World Recent Past, Current & Future Analysis for Automotive by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 25: World 6-Year Perspective for Automotive by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 26: World Recent Past, Current & Future Analysis for Retail & E-Commerce by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 27: World 6-Year Perspective for Retail & E-Commerce by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 28: World Recent Past, Current & Future Analysis for IT & Telecommunications by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 29: World 6-Year Perspective for IT & Telecommunications by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 30: World Recent Past, Current & Future Analysis for Manufacturing by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 31: World 6-Year Perspective for Manufacturing by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 32: World Recent Past, Current & Future Analysis for Aerospace & Defense by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 33: World 6-Year Perspective for Aerospace & Defense by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 34: World Recent Past, Current & Future Analysis for Energy & Utilities by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 35: World 6-Year Perspective for Energy & Utilities by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 36: World Recent Past, Current & Future Analysis for Other Verticals by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 37: World 6-Year Perspective for Other Verticals by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 38: World Recent Past, Current & Future Analysis for On-Premise by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 39: World 6-Year Perspective for On-Premise by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030
    • TABLE 40: World Recent Past, Current & Future Analysis for Cloud by Geographic Region - USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 41: World 6-Year Perspective for Cloud by Geographic Region - Percentage Breakdown of Value Sales for USA, Canada, Japan, China, Europe, Asia-Pacific and Rest of World for Years 2025 & 2030

III. MARKET ANALYSIS

  • UNITED STATES
    • Convolutional Neural Networks Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United States for 2025 (E)
    • TABLE 42: USA Recent Past, Current & Future Analysis for Convolutional Neural Networks by Component - Hardware, Software and Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 43: USA 6-Year Perspective for Convolutional Neural Networks by Component - Percentage Breakdown of Value Sales for Hardware, Software and Services for the Years 2025 & 2030
    • TABLE 44: USA Recent Past, Current & Future Analysis for Convolutional Neural Networks by Application - Robotics & Manufacturing, Other Applications, Image & Video Recognition, Natural Language Processing, Medical Image Analysis and Autonomous Vehicles - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 45: USA 6-Year Perspective for Convolutional Neural Networks by Application - Percentage Breakdown of Value Sales for Robotics & Manufacturing, Other Applications, Image & Video Recognition, Natural Language Processing, Medical Image Analysis and Autonomous Vehicles for the Years 2025 & 2030
    • TABLE 46: USA Recent Past, Current & Future Analysis for Convolutional Neural Networks by Vertical - Healthcare, Automotive, Retail & E-Commerce, IT & Telecommunications, Manufacturing, Aerospace & Defense, Energy & Utilities and Other Verticals - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 47: USA 6-Year Perspective for Convolutional Neural Networks by Vertical - Percentage Breakdown of Value Sales for Healthcare, Automotive, Retail & E-Commerce, IT & Telecommunications, Manufacturing, Aerospace & Defense, Energy & Utilities and Other Verticals for the Years 2025 & 2030
    • TABLE 48: USA Recent Past, Current & Future Analysis for Convolutional Neural Networks by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 49: USA 6-Year Perspective for Convolutional Neural Networks by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2025 & 2030
  • CANADA
    • TABLE 50: Canada Recent Past, Current & Future Analysis for Convolutional Neural Networks by Component - Hardware, Software and Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 51: Canada 6-Year Perspective for Convolutional Neural Networks by Component - Percentage Breakdown of Value Sales for Hardware, Software and Services for the Years 2025 & 2030
    • TABLE 52: Canada Recent Past, Current & Future Analysis for Convolutional Neural Networks by Application - Robotics & Manufacturing, Other Applications, Image & Video Recognition, Natural Language Processing, Medical Image Analysis and Autonomous Vehicles - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 53: Canada 6-Year Perspective for Convolutional Neural Networks by Application - Percentage Breakdown of Value Sales for Robotics & Manufacturing, Other Applications, Image & Video Recognition, Natural Language Processing, Medical Image Analysis and Autonomous Vehicles for the Years 2025 & 2030
    • TABLE 54: Canada Recent Past, Current & Future Analysis for Convolutional Neural Networks by Vertical - Healthcare, Automotive, Retail & E-Commerce, IT & Telecommunications, Manufacturing, Aerospace & Defense, Energy & Utilities and Other Verticals - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 55: Canada 6-Year Perspective for Convolutional Neural Networks by Vertical - Percentage Breakdown of Value Sales for Healthcare, Automotive, Retail & E-Commerce, IT & Telecommunications, Manufacturing, Aerospace & Defense, Energy & Utilities and Other Verticals for the Years 2025 & 2030
    • TABLE 56: Canada Recent Past, Current & Future Analysis for Convolutional Neural Networks by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 57: Canada 6-Year Perspective for Convolutional Neural Networks by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2025 & 2030
  • JAPAN
    • Convolutional Neural Networks Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Japan for 2025 (E)
    • TABLE 58: Japan Recent Past, Current & Future Analysis for Convolutional Neural Networks by Component - Hardware, Software and Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 59: Japan 6-Year Perspective for Convolutional Neural Networks by Component - Percentage Breakdown of Value Sales for Hardware, Software and Services for the Years 2025 & 2030
    • TABLE 60: Japan Recent Past, Current & Future Analysis for Convolutional Neural Networks by Application - Robotics & Manufacturing, Other Applications, Image & Video Recognition, Natural Language Processing, Medical Image Analysis and Autonomous Vehicles - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 61: Japan 6-Year Perspective for Convolutional Neural Networks by Application - Percentage Breakdown of Value Sales for Robotics & Manufacturing, Other Applications, Image & Video Recognition, Natural Language Processing, Medical Image Analysis and Autonomous Vehicles for the Years 2025 & 2030
    • TABLE 62: Japan Recent Past, Current & Future Analysis for Convolutional Neural Networks by Vertical - Healthcare, Automotive, Retail & E-Commerce, IT & Telecommunications, Manufacturing, Aerospace & Defense, Energy & Utilities and Other Verticals - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 63: Japan 6-Year Perspective for Convolutional Neural Networks by Vertical - Percentage Breakdown of Value Sales for Healthcare, Automotive, Retail & E-Commerce, IT & Telecommunications, Manufacturing, Aerospace & Defense, Energy & Utilities and Other Verticals for the Years 2025 & 2030
    • TABLE 64: Japan Recent Past, Current & Future Analysis for Convolutional Neural Networks by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 65: Japan 6-Year Perspective for Convolutional Neural Networks by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2025 & 2030
  • CHINA
    • Convolutional Neural Networks Market Presence - Strong/Active/Niche/Trivial - Key Competitors in China for 2025 (E)
    • TABLE 66: China Recent Past, Current & Future Analysis for Convolutional Neural Networks by Component - Hardware, Software and Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 67: China 6-Year Perspective for Convolutional Neural Networks by Component - Percentage Breakdown of Value Sales for Hardware, Software and Services for the Years 2025 & 2030
    • TABLE 68: China Recent Past, Current & Future Analysis for Convolutional Neural Networks by Application - Robotics & Manufacturing, Other Applications, Image & Video Recognition, Natural Language Processing, Medical Image Analysis and Autonomous Vehicles - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 69: China 6-Year Perspective for Convolutional Neural Networks by Application - Percentage Breakdown of Value Sales for Robotics & Manufacturing, Other Applications, Image & Video Recognition, Natural Language Processing, Medical Image Analysis and Autonomous Vehicles for the Years 2025 & 2030
    • TABLE 70: China Recent Past, Current & Future Analysis for Convolutional Neural Networks by Vertical - Healthcare, Automotive, Retail & E-Commerce, IT & Telecommunications, Manufacturing, Aerospace & Defense, Energy & Utilities and Other Verticals - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 71: China 6-Year Perspective for Convolutional Neural Networks by Vertical - Percentage Breakdown of Value Sales for Healthcare, Automotive, Retail & E-Commerce, IT & Telecommunications, Manufacturing, Aerospace & Defense, Energy & Utilities and Other Verticals for the Years 2025 & 2030
    • TABLE 72: China Recent Past, Current & Future Analysis for Convolutional Neural Networks by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 73: China 6-Year Perspective for Convolutional Neural Networks by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2025 & 2030
  • EUROPE
    • Convolutional Neural Networks Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Europe for 2025 (E)
    • TABLE 74: Europe Recent Past, Current & Future Analysis for Convolutional Neural Networks by Geographic Region - France, Germany, Italy, UK and Rest of Europe Markets - Independent Analysis of Annual Sales in US$ Million for Years 2024 through 2030 and % CAGR
    • TABLE 75: Europe 6-Year Perspective for Convolutional Neural Networks by Geographic Region - Percentage Breakdown of Value Sales for France, Germany, Italy, UK and Rest of Europe Markets for Years 2025 & 2030
    • TABLE 76: Europe Recent Past, Current & Future Analysis for Convolutional Neural Networks by Component - Hardware, Software and Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 77: Europe 6-Year Perspective for Convolutional Neural Networks by Component - Percentage Breakdown of Value Sales for Hardware, Software and Services for the Years 2025 & 2030
    • TABLE 78: Europe Recent Past, Current & Future Analysis for Convolutional Neural Networks by Application - Robotics & Manufacturing, Other Applications, Image & Video Recognition, Natural Language Processing, Medical Image Analysis and Autonomous Vehicles - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 79: Europe 6-Year Perspective for Convolutional Neural Networks by Application - Percentage Breakdown of Value Sales for Robotics & Manufacturing, Other Applications, Image & Video Recognition, Natural Language Processing, Medical Image Analysis and Autonomous Vehicles for the Years 2025 & 2030
    • TABLE 80: Europe Recent Past, Current & Future Analysis for Convolutional Neural Networks by Vertical - Healthcare, Automotive, Retail & E-Commerce, IT & Telecommunications, Manufacturing, Aerospace & Defense, Energy & Utilities and Other Verticals - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 81: Europe 6-Year Perspective for Convolutional Neural Networks by Vertical - Percentage Breakdown of Value Sales for Healthcare, Automotive, Retail & E-Commerce, IT & Telecommunications, Manufacturing, Aerospace & Defense, Energy & Utilities and Other Verticals for the Years 2025 & 2030
    • TABLE 82: Europe Recent Past, Current & Future Analysis for Convolutional Neural Networks by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 83: Europe 6-Year Perspective for Convolutional Neural Networks by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2025 & 2030
  • FRANCE
    • Convolutional Neural Networks Market Presence - Strong/Active/Niche/Trivial - Key Competitors in France for 2025 (E)
    • TABLE 84: France Recent Past, Current & Future Analysis for Convolutional Neural Networks by Component - Hardware, Software and Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 85: France 6-Year Perspective for Convolutional Neural Networks by Component - Percentage Breakdown of Value Sales for Hardware, Software and Services for the Years 2025 & 2030
    • TABLE 86: France Recent Past, Current & Future Analysis for Convolutional Neural Networks by Application - Robotics & Manufacturing, Other Applications, Image & Video Recognition, Natural Language Processing, Medical Image Analysis and Autonomous Vehicles - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 87: France 6-Year Perspective for Convolutional Neural Networks by Application - Percentage Breakdown of Value Sales for Robotics & Manufacturing, Other Applications, Image & Video Recognition, Natural Language Processing, Medical Image Analysis and Autonomous Vehicles for the Years 2025 & 2030
    • TABLE 88: France Recent Past, Current & Future Analysis for Convolutional Neural Networks by Vertical - Healthcare, Automotive, Retail & E-Commerce, IT & Telecommunications, Manufacturing, Aerospace & Defense, Energy & Utilities and Other Verticals - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 89: France 6-Year Perspective for Convolutional Neural Networks by Vertical - Percentage Breakdown of Value Sales for Healthcare, Automotive, Retail & E-Commerce, IT & Telecommunications, Manufacturing, Aerospace & Defense, Energy & Utilities and Other Verticals for the Years 2025 & 2030
    • TABLE 90: France Recent Past, Current & Future Analysis for Convolutional Neural Networks by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 91: France 6-Year Perspective for Convolutional Neural Networks by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2025 & 2030
  • GERMANY
    • Convolutional Neural Networks Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Germany for 2025 (E)
    • TABLE 92: Germany Recent Past, Current & Future Analysis for Convolutional Neural Networks by Component - Hardware, Software and Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 93: Germany 6-Year Perspective for Convolutional Neural Networks by Component - Percentage Breakdown of Value Sales for Hardware, Software and Services for the Years 2025 & 2030
    • TABLE 94: Germany Recent Past, Current & Future Analysis for Convolutional Neural Networks by Application - Robotics & Manufacturing, Other Applications, Image & Video Recognition, Natural Language Processing, Medical Image Analysis and Autonomous Vehicles - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 95: Germany 6-Year Perspective for Convolutional Neural Networks by Application - Percentage Breakdown of Value Sales for Robotics & Manufacturing, Other Applications, Image & Video Recognition, Natural Language Processing, Medical Image Analysis and Autonomous Vehicles for the Years 2025 & 2030
    • TABLE 96: Germany Recent Past, Current & Future Analysis for Convolutional Neural Networks by Vertical - Healthcare, Automotive, Retail & E-Commerce, IT & Telecommunications, Manufacturing, Aerospace & Defense, Energy & Utilities and Other Verticals - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 97: Germany 6-Year Perspective for Convolutional Neural Networks by Vertical - Percentage Breakdown of Value Sales for Healthcare, Automotive, Retail & E-Commerce, IT & Telecommunications, Manufacturing, Aerospace & Defense, Energy & Utilities and Other Verticals for the Years 2025 & 2030
    • TABLE 98: Germany Recent Past, Current & Future Analysis for Convolutional Neural Networks by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 99: Germany 6-Year Perspective for Convolutional Neural Networks by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2025 & 2030
  • ITALY
    • TABLE 100: Italy Recent Past, Current & Future Analysis for Convolutional Neural Networks by Component - Hardware, Software and Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 101: Italy 6-Year Perspective for Convolutional Neural Networks by Component - Percentage Breakdown of Value Sales for Hardware, Software and Services for the Years 2025 & 2030
    • TABLE 102: Italy Recent Past, Current & Future Analysis for Convolutional Neural Networks by Application - Robotics & Manufacturing, Other Applications, Image & Video Recognition, Natural Language Processing, Medical Image Analysis and Autonomous Vehicles - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 103: Italy 6-Year Perspective for Convolutional Neural Networks by Application - Percentage Breakdown of Value Sales for Robotics & Manufacturing, Other Applications, Image & Video Recognition, Natural Language Processing, Medical Image Analysis and Autonomous Vehicles for the Years 2025 & 2030
    • TABLE 104: Italy Recent Past, Current & Future Analysis for Convolutional Neural Networks by Vertical - Healthcare, Automotive, Retail & E-Commerce, IT & Telecommunications, Manufacturing, Aerospace & Defense, Energy & Utilities and Other Verticals - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 105: Italy 6-Year Perspective for Convolutional Neural Networks by Vertical - Percentage Breakdown of Value Sales for Healthcare, Automotive, Retail & E-Commerce, IT & Telecommunications, Manufacturing, Aerospace & Defense, Energy & Utilities and Other Verticals for the Years 2025 & 2030
    • TABLE 106: Italy Recent Past, Current & Future Analysis for Convolutional Neural Networks by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 107: Italy 6-Year Perspective for Convolutional Neural Networks by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2025 & 2030
  • UNITED KINGDOM
    • Convolutional Neural Networks Market Presence - Strong/Active/Niche/Trivial - Key Competitors in the United Kingdom for 2025 (E)
    • TABLE 108: UK Recent Past, Current & Future Analysis for Convolutional Neural Networks by Component - Hardware, Software and Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 109: UK 6-Year Perspective for Convolutional Neural Networks by Component - Percentage Breakdown of Value Sales for Hardware, Software and Services for the Years 2025 & 2030
    • TABLE 110: UK Recent Past, Current & Future Analysis for Convolutional Neural Networks by Application - Robotics & Manufacturing, Other Applications, Image & Video Recognition, Natural Language Processing, Medical Image Analysis and Autonomous Vehicles - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 111: UK 6-Year Perspective for Convolutional Neural Networks by Application - Percentage Breakdown of Value Sales for Robotics & Manufacturing, Other Applications, Image & Video Recognition, Natural Language Processing, Medical Image Analysis and Autonomous Vehicles for the Years 2025 & 2030
    • TABLE 112: UK Recent Past, Current & Future Analysis for Convolutional Neural Networks by Vertical - Healthcare, Automotive, Retail & E-Commerce, IT & Telecommunications, Manufacturing, Aerospace & Defense, Energy & Utilities and Other Verticals - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 113: UK 6-Year Perspective for Convolutional Neural Networks by Vertical - Percentage Breakdown of Value Sales for Healthcare, Automotive, Retail & E-Commerce, IT & Telecommunications, Manufacturing, Aerospace & Defense, Energy & Utilities and Other Verticals for the Years 2025 & 2030
    • TABLE 114: UK Recent Past, Current & Future Analysis for Convolutional Neural Networks by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 115: UK 6-Year Perspective for Convolutional Neural Networks by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2025 & 2030
  • REST OF EUROPE
    • TABLE 116: Rest of Europe Recent Past, Current & Future Analysis for Convolutional Neural Networks by Component - Hardware, Software and Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 117: Rest of Europe 6-Year Perspective for Convolutional Neural Networks by Component - Percentage Breakdown of Value Sales for Hardware, Software and Services for the Years 2025 & 2030
    • TABLE 118: Rest of Europe Recent Past, Current & Future Analysis for Convolutional Neural Networks by Application - Robotics & Manufacturing, Other Applications, Image & Video Recognition, Natural Language Processing, Medical Image Analysis and Autonomous Vehicles - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 119: Rest of Europe 6-Year Perspective for Convolutional Neural Networks by Application - Percentage Breakdown of Value Sales for Robotics & Manufacturing, Other Applications, Image & Video Recognition, Natural Language Processing, Medical Image Analysis and Autonomous Vehicles for the Years 2025 & 2030
    • TABLE 120: Rest of Europe Recent Past, Current & Future Analysis for Convolutional Neural Networks by Vertical - Healthcare, Automotive, Retail & E-Commerce, IT & Telecommunications, Manufacturing, Aerospace & Defense, Energy & Utilities and Other Verticals - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 121: Rest of Europe 6-Year Perspective for Convolutional Neural Networks by Vertical - Percentage Breakdown of Value Sales for Healthcare, Automotive, Retail & E-Commerce, IT & Telecommunications, Manufacturing, Aerospace & Defense, Energy & Utilities and Other Verticals for the Years 2025 & 2030
    • TABLE 122: Rest of Europe Recent Past, Current & Future Analysis for Convolutional Neural Networks by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 123: Rest of Europe 6-Year Perspective for Convolutional Neural Networks by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2025 & 2030
  • ASIA-PACIFIC
    • Convolutional Neural Networks Market Presence - Strong/Active/Niche/Trivial - Key Competitors in Asia-Pacific for 2025 (E)
    • TABLE 124: Asia-Pacific Recent Past, Current & Future Analysis for Convolutional Neural Networks by Component - Hardware, Software and Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 125: Asia-Pacific 6-Year Perspective for Convolutional Neural Networks by Component - Percentage Breakdown of Value Sales for Hardware, Software and Services for the Years 2025 & 2030
    • TABLE 126: Asia-Pacific Recent Past, Current & Future Analysis for Convolutional Neural Networks by Application - Robotics & Manufacturing, Other Applications, Image & Video Recognition, Natural Language Processing, Medical Image Analysis and Autonomous Vehicles - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 127: Asia-Pacific 6-Year Perspective for Convolutional Neural Networks by Application - Percentage Breakdown of Value Sales for Robotics & Manufacturing, Other Applications, Image & Video Recognition, Natural Language Processing, Medical Image Analysis and Autonomous Vehicles for the Years 2025 & 2030
    • TABLE 128: Asia-Pacific Recent Past, Current & Future Analysis for Convolutional Neural Networks by Vertical - Healthcare, Automotive, Retail & E-Commerce, IT & Telecommunications, Manufacturing, Aerospace & Defense, Energy & Utilities and Other Verticals - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 129: Asia-Pacific 6-Year Perspective for Convolutional Neural Networks by Vertical - Percentage Breakdown of Value Sales for Healthcare, Automotive, Retail & E-Commerce, IT & Telecommunications, Manufacturing, Aerospace & Defense, Energy & Utilities and Other Verticals for the Years 2025 & 2030
    • TABLE 130: Asia-Pacific Recent Past, Current & Future Analysis for Convolutional Neural Networks by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 131: Asia-Pacific 6-Year Perspective for Convolutional Neural Networks by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2025 & 2030
  • REST OF WORLD
    • TABLE 132: Rest of World Recent Past, Current & Future Analysis for Convolutional Neural Networks by Component - Hardware, Software and Services - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 133: Rest of World 6-Year Perspective for Convolutional Neural Networks by Component - Percentage Breakdown of Value Sales for Hardware, Software and Services for the Years 2025 & 2030
    • TABLE 134: Rest of World Recent Past, Current & Future Analysis for Convolutional Neural Networks by Application - Robotics & Manufacturing, Other Applications, Image & Video Recognition, Natural Language Processing, Medical Image Analysis and Autonomous Vehicles - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 135: Rest of World 6-Year Perspective for Convolutional Neural Networks by Application - Percentage Breakdown of Value Sales for Robotics & Manufacturing, Other Applications, Image & Video Recognition, Natural Language Processing, Medical Image Analysis and Autonomous Vehicles for the Years 2025 & 2030
    • TABLE 136: Rest of World Recent Past, Current & Future Analysis for Convolutional Neural Networks by Vertical - Healthcare, Automotive, Retail & E-Commerce, IT & Telecommunications, Manufacturing, Aerospace & Defense, Energy & Utilities and Other Verticals - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 137: Rest of World 6-Year Perspective for Convolutional Neural Networks by Vertical - Percentage Breakdown of Value Sales for Healthcare, Automotive, Retail & E-Commerce, IT & Telecommunications, Manufacturing, Aerospace & Defense, Energy & Utilities and Other Verticals for the Years 2025 & 2030
    • TABLE 138: Rest of World Recent Past, Current & Future Analysis for Convolutional Neural Networks by Deployment - On-Premise and Cloud - Independent Analysis of Annual Sales in US$ Million for the Years 2024 through 2030 and % CAGR
    • TABLE 139: Rest of World 6-Year Perspective for Convolutional Neural Networks by Deployment - Percentage Breakdown of Value Sales for On-Premise and Cloud for the Years 2025 & 2030

IV. COMPETITION