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市场调查报告书
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1745031

全球卷积类神经网路市场

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个工作天内

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简介目录

预计到 2030 年全球卷积类神经网路市场规模将达到 1,160 亿美元

2024年，全球卷积类神经网路市场规模估计为144亿美元，预计2030年将达到1,160亿美元，2024年至2030年的复合年增长率为41.6%。报告分析的细分市场之一——硬体组件——预计复合年增长率为45.9%，到分析期结束时规模将达到787亿美元。软体组件细分市场在分析期间内的复合年增长率预计为33.8%。

美国市场预计将达到 38 亿美元，中国市场复合年增长率将达到 39.2%

美国卷积类神经网路市场规模预计在2024年达到38亿美元。作为世界第二大经济体，中国预计到2030年市场规模将达到170亿美元，在2024-2030年的分析期间内，复合年增长率为39.2%。其他值得关注的区域市场包括日本和加拿大，预计在分析期间内，复合年增长率分别为38.6%和35.6%。在欧洲，预计德国的复合年增长率为28.5%。

全球卷积类神经网路市场—主要趋势与驱动因素摘要

为什么卷积类神经网路会改变人工智慧视觉和辨识的前沿？

卷积类神经网路(CNN) 一直是人工智慧发展的基础，尤其是在影像识别和模式辨识领域。受人类视觉皮层的启发，CNN 旨在自动自适应地从输入资料中学习空间特征层次，从而有效地分析视觉图像。 CNN 的分层架构由卷积层、池化层和全连接层组成，使其能够侦测边缘和角点等低阶模式，并逐步识别形状、脸部和物件等更复杂的结构。 CNN 是众多应用的核心，涵盖脸部辨识、自动驾驶、医学影像诊断和製造业品管等许多领域。 CNN 的优点在于其能够跨不同尺度和方向泛化特征，而无需手动进行特征工程。这不仅使其具有高度准确性，而且还可扩充性到各种资料集。随着智慧型手机、监控系统和工业感测器等视觉数据的爆炸性增长，对高性能 CNN 模型的需求正在迅速增长。随着越来越多的行业意识到即时视觉解释的价值，CNN 正在从学术概念演变为推动自动化、智慧化和操作精度的重要工具。

产业特定应用如何推动各领域对 CNN 的采用？

卷积类神经网路因其从复杂图像和影片资料中提取有意义见解的独特能力，正在各行各业加速应用。在医疗保健领域，CNN 为诊断系统提供动力，这些系统可以分析 X 光、MRI 和组织病理学影像，以专家级精度检测癌症、结核病和神经系统疾病等疾病。在汽车产业，CNN 在自动驾驶汽车的视觉系统中发挥核心作用，可实现车道侦测、物体辨识、行人追踪和即时决策。在零售业，CNN 用于库存监控、消费者行为分析和视觉搜寻，而农业则利用基于视觉的模型辅助植物病害检测、作物健康监测和自动收割。在安全和防御领域，CNN 用于脸部辨识、监控视讯分析和威胁侦测系统。电子商务平台使用 CNN 进行产品标记、影像分类和扩增实境(AR) 购物体验。在时尚和媒体等创新领域，CNN 也在推动设计推荐和基于图像的内容管理的创新。这些多样化且影响深远的应用不仅拓宽了 CNN 的范围，而且还突破了 AI 在现实世界和特定领域中所能实现的界限。

哪些技术创新正在扩展 CNN 的功能和可访问性？

计算硬体、演算法最佳化和人工智慧框架的进步正在显着提高卷积类神经网路的效能和可访问性。 ResNet、Inception、EfficientNet 和 MobileNet 等更有效率网路架构的开发正在实现更快的收敛、更少的记忆体使用量并提高跨任务的准确性。这些模型解决了梯度消失和过拟合等问题，使 CNN 更加健壮和具有泛化能力。迁移学习的使用允许 CNN 在大型资料集（如 ImageNet）上进行预训练，并使用最少的资料针对特定任务进行微调，从而降低小型组织的资源密集程度。在硬体方面，GPU、TPU 和边缘人工智慧晶片的兴起使得在资源受限的环境中大规模训练和部署 CNN 成为可能。边缘部署对于需要低延迟的应用程式尤其有价值，例如即时监控和车载影像处理。同时，TensorFlow、PyTorch 和 Keras 等开放原始码框架正在推动 CNN 开发的普及，使开发者、研究人员和企业能够快速建构和迭代。与云端平台和 AI 即服务模式的整合进一步降低了进入门槛。这些创新使 CNN 更加高效、经济高效，拓宽了产业和使用案例的范围。

推动卷积类神经网路全球成长的关键因素是什么？

卷积类神经网路市场的成长得益于数据可用性的整合、产业对自动化的需求以及人工智慧基础设施的持续改进。其中一个关键驱动因素是透过智慧型手机、物联网设备、监控系统和社群媒体平台产生的影像和影片资料的指数级增长。企业越来越多地寻求实现视觉检测、决策和客户互动的自动化。数位转型的动力正在加速对基于人工智慧的视觉技术的投资，尤其是在医疗保健、汽车、製造和零售等领域。同时，对即时分析和边缘运算的日益重视，正在推动在嵌入式设备上高效运行的轻量级 CNN 模型的采用。政府和国防部门也在投资以人工智慧为基础的监控和安全解决方案，进一步推动了需求。此外，CNN 与扩增实境(AR)、机器人技术和自然语言处理等互补技术的融合，正在扩大 CNN 系统的应用范围和吸引力。随着人工智慧法规的日益完善和负责任的人工智慧实践成为主流，CNN 将不断发展，提高透明度、公平性和可解释性，以确保其在未来应用中的相关性和可靠性。这些力量共同推动了卷积类神经网路在全球走上强劲且永续的成长轨迹。

部分

按组件（硬体、软体、服务）、配置（本地、云端）、应用程式（影像和影像识别、自然语言处理、医学影像分析、自动驾驶汽车、机器人和製造、其他应用）和产业（医疗保健、汽车、零售和电子商务、IT 和通讯、製造、航太和国防、能源和公共产业、其他产业）

受访公司范例（42家值得关注的公司）

  • 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

关税影响係数

全球产业分析师根据公司总部所在国家、製造地、进出口（成品和原始OEM）来预测其竞争地位的变化。这种复杂且多面向的市场动态预计将以多种方式影响竞争对手，包括人为提高销货成本、盈利下降、供应链重组以及其他微观和宏观市场动态。

全球产业分析师密切关注来自全球顶尖首席经济学家（14,949位）、智库（62家）以及贸易和产业协会（171家）的专家的意见，以评估其对生态系统的影响并应对新的市场现实。我们追踪了来自每个主要国家的专家和经济学家对关税及其对本国影响的看法。

全球产业分析师预计，这场动盪将在未来2-3个月内逐渐平息，新的世界秩序将更加清晰地建立。全球产业分析师正在即时追踪这些事态发展。

2025年4月：谈判阶段

在4月的报告中，我们将探讨关税对全球整体市场的影响，并提供区域市场调整。我们的预测是基于历史数据和不断变化的市场影响因素。

2025年7月：最终关税调整

在各国宣布最终重置后，客户将在 7 月收到免费更新，最终更新将包含明确的关税影响分析。

相互和双边贸易及关税影响分析：

美国<>中国<>墨西哥<>加拿大<>欧盟<>日本<>印度<>其他176个国家

领先的产业经济学家：全球产业分析师知识库追踪了 14,949 位经济学家，其中包括来自民族国家、智库、贸易和产业协会、大型企业以及各领域专家的最具影响力的首席经济学家，他们共用了这场前所未有的全球经济状况模式转移的影响。我们超过 16,491 份报告大多遵循基于里程碑的两阶段发布计划。

目录

第一章调查方法

第二章执行摘要

  • 市场概览
  • 主要企业
  • 市场趋势和驱动因素
  • 全球市场展望

第三章市场分析

  • 美国
  • 加拿大
  • 日本
  • 中国
  • 欧洲
  • 法国
  • 德国
  • 义大利
  • 英国
  • 其他欧洲国家
  • 亚太地区
  • 其他地区

第四章 竞赛

简介目录
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