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Image Recognition in CPG Market by Offering (Hardware, Services, Software), Application (Customer Engagement, Inventory Management, Quality Inspection), End User, Deployment Mode, Organization Size - Global Forecast 2025-2030- Product Image
Image Recognition in CPG Market by Offering (Hardware, Services, Software), Application (Customer Engagement, Inventory Management, Quality Inspection), End User, Deployment Mode, Organization Size - Global Forecast 2025-2030- Product Image
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Image Recognition in CPG Market by Offering (Hardware, Services, Software), Application (Customer Engagement, Inventory Management, Quality Inspection), End User, Deployment Mode, Organization Size - Global Forecast 2025-2030

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  • 181 Pages
  • August 2025
  • Region: Global
  • 360iResearch™
  • ID: 5674744
UP TO OFF until Dec 31st 2025
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The Image Recognition in Consumer Packaged Goods (CPG) market is transforming operational efficiency and consumer experiences by integrating advanced visual intelligence into every stage of the value chain. As senior decision-makers seek efficient, scalable, and compliant solutions, this technology shifts approaches from reactive management to proactive business optimization.

Market Snapshot: Image Recognition in CPG

The Image Recognition in CPG Market grew from USD 2.24 billion in 2024 to USD 2.65 billion in 2025, and is projected to reach USD 5.87 billion by 2030, expanding at a CAGR of 17.35%. Leading CPG companies now view image recognition as a catalyst for digital transformation, with adoption driven by automation needs, higher accuracy standards, and enhanced consumer touchpoints. Shifts in supply chain logistics, regulatory compliance expectations, and accessibility of cutting-edge AI solutions are accelerating rapid deployment across global markets.

Scope & Segmentation Overview

This analysis dissects market opportunities and strategic deployments through a layered lens of offerings, applications, user segments, deployment methods, and regional trends. The following strategic segments are covered:

  • Offering: Hardware (cameras, sensors, processors, servers, storage devices), Services (managed and professional, including consulting and integration), Software (computer vision, deep learning, and machine learning modules).
  • Applications: Customer engagement (smart vending, virtual try-on), inventory management (replenishment, stock counting), quality inspection (defect detection, visual checks), shelf analytics (planogram compliance, monitoring).
  • End Users: Food and beverage producers (dairy, meat, packaged foods), household care (air care, cleaning, laundry), personal care brands (cosmetics, haircare, skincare).
  • Deployment Modes: Cloud (hybrid, private, and public), on-premises architectures tailored to latency or compliance needs.
  • Organization Size: Large enterprises, medium enterprises, and small enterprises leverage image recognition variably based on operational scale.
  • Regions: Americas (notably US states including California, Texas, New York, Florida, Illinois, Pennsylvania, Ohio), Canada, Mexico, Brazil, Argentina; Europe, Middle East & Africa (with strong uptake in UK, Germany, France, UAE, South Africa); Asia-Pacific (key growth in China, India, Japan, Australia, South Korea).

Key Takeaways for Senior Leaders

  • Deployment of advanced image recognition reimagines quality control, enabling scalability, improved defect detection, and streamlined compliance in CPG manufacturing and retail environments.
  • Omnichannel integration and immersive digital experiences, such as virtual try-ons, are becoming integral as consumer engagement strategies evolve alongside changing buyer expectations.
  • Regional landscape differences shape technology preferences, with cloud adoption favored for scalability in APAC and Americas, while EMEA emphasizes on-premises options to meet regulatory standards.
  • Successful implementation depends on cross-functional training and the establishment of robust governance frameworks to mitigate risks and optimize utilization of visual datasets.
  • The vendor ecosystem is evolving: semiconductor manufacturers, global cloud providers, and AI startups are collaborating to deliver accelerated deployments and best-in-class integration support.
  • Continuous feedback-driven model refinement and measurement protocols enable companies to maximize ROI, ensuring image recognition investments support both immediate and strategic organizational goals.

Tariff Impact: 2025 US Adjustments

The 2025 revisions to US tariff regimes have reshaped cost structures for image recognition in the CPG sector, specifically for hardware imports such as cameras and sensors. These shifts have prompted many enterprises to accelerate modular system investments and strengthen domestic supplier relationships, focusing on adaptive procurement strategies to sustain technological momentum and manage supply chain risks.

Methodology & Data Sources

This report combines secondary research—including technical documents, industry whitepapers, and patent reviews—with primary interviews featuring senior executives across hardware, software, retail, and consulting domains. Quantitative and qualitative findings have been cross-validated and mapped to deployment scenarios in key verticals.

Why This Report Matters

  • Identify strategic investment areas and minimize technology integration risks in rapidly changing supply and demand landscapes.
  • Leverage actionable, segmentation-driven intelligence to guide rollout decisions for both established and emerging markets.
  • Benchmark operational and engagement performance against industry innovators, supporting robust planning for CPG digital transformation.

Conclusion

Image recognition adoption in CPG is fundamentally reshaping operational models and consumer experience paradigms. Organizations with clear governance, agile architectures, and collaborative technology partnerships will unlock ongoing competitive advantage as visual intelligence matures within the sector.

 

Additional Product Information:

  • Purchase of this report includes 1 year online access with quarterly updates.
  • This report can be updated on request. Please contact our Customer Experience team using the Ask a Question widget on our website.

Table of Contents

1. Preface
1.1. Objectives of the Study
1.2. Market Segmentation & Coverage
1.3. Years Considered for the Study
1.4. Currency & Pricing
1.5. Language
1.6. Stakeholders
2. Research Methodology
2.1. Define: Research Objective
2.2. Determine: Research Design
2.3. Prepare: Research Instrument
2.4. Collect: Data Source
2.5. Analyze: Data Interpretation
2.6. Formulate: Data Verification
2.7. Publish: Research Report
2.8. Repeat: Report Update
3. Executive Summary
4. Market Overview
4.1. Introduction
4.2. Market Sizing & Forecasting
5. Market Dynamics
5.1. Adoption of AI-driven image recognition for real-time out-of-stock detection in retail
5.2. Integration of image recognition with loyalty apps to deliver personalized CPG promotions based on shopper behavior
5.3. Use of shelf-scanning robots equipped with computer vision to optimize retail merchandising operations
5.4. Deployment of image-based feedback loops to accelerate new product packaging design iterations in CPG
5.5. Combining augmented reality and image recognition for interactive on-shelf consumer engagement experiences
5.6. Leveraging multi-modal image and RFID data fusion to improve inventory accuracy in fast-moving consumer goods
5.7. Real-time image recognition analytics integrating social media feeds for trend forecasting in CPG marketing
5.8. Implementation of 3D computer vision systems to analyze shopper movement patterns and shelf interactions
6. Market Insights
6.1. Porter’s Five Forces Analysis
6.2. PESTLE Analysis
7. Cumulative Impact of United States Tariffs 2025
8. Image Recognition in CPG Market, by Offering
8.1. Introduction
8.2. Hardware
8.2.1. Cameras & Sensors
8.2.2. Processors & Servers
8.2.3. Storage Devices
8.3. Services
8.3.1. Managed Services
8.3.2. Professional Services
8.3.2.1. Consulting
8.3.2.2. Integration
8.4. Software
8.4.1. Computer Vision Software
8.4.2. Deep Learning Software
8.4.3. Machine Learning Software
9. Image Recognition in CPG Market, by Application
9.1. Introduction
9.2. Customer Engagement
9.2.1. Smart Vending
9.2.2. Virtual Try-On
9.3. Inventory Management
9.3.1. Replenishment
9.3.2. Stock Counting
9.4. Quality Inspection
9.4.1. Defect Detection
9.4.2. Visual Inspection
9.5. Shelf Analytics
9.5.1. Planogram Compliance
9.5.2. Shelf Monitoring
10. Image Recognition in CPG Market, by End User
10.1. Introduction
10.2. Food & Beverage
10.2.1. Dairy
10.2.2. Meat & Poultry
10.2.3. Packaged Foods
10.3. Household Care
10.3.1. Air Care
10.3.2. Cleaning
10.3.3. Laundry
10.4. Personal Care
10.4.1. Cosmetics
10.4.2. Haircare
10.4.3. Skincare
11. Image Recognition in CPG Market, by Deployment Mode
11.1. Introduction
11.2. Cloud
11.2.1. Hybrid Cloud
11.2.2. Private Cloud
11.2.3. Public Cloud
11.3. On-Premises
12. Image Recognition in CPG Market, by Organization Size
12.1. Introduction
12.2. Large Enterprises
12.3. SMEs
12.3.1. Medium Enterprises
12.3.2. Small Enterprises
13. Americas Image Recognition in CPG Market
13.1. Introduction
13.2. United States
13.3. Canada
13.4. Mexico
13.5. Brazil
13.6. Argentina
14. Europe, Middle East & Africa Image Recognition in CPG Market
14.1. Introduction
14.2. United Kingdom
14.3. Germany
14.4. France
14.5. Russia
14.6. Italy
14.7. Spain
14.8. United Arab Emirates
14.9. Saudi Arabia
14.10. South Africa
14.11. Denmark
14.12. Netherlands
14.13. Qatar
14.14. Finland
14.15. Sweden
14.16. Nigeria
14.17. Egypt
14.18. Turkey
14.19. Israel
14.20. Norway
14.21. Poland
14.22. Switzerland
15. Asia-Pacific Image Recognition in CPG Market
15.1. Introduction
15.2. China
15.3. India
15.4. Japan
15.5. Australia
15.6. South Korea
15.7. Indonesia
15.8. Thailand
15.9. Philippines
15.10. Malaysia
15.11. Singapore
15.12. Vietnam
15.13. Taiwan
16. Competitive Landscape
16.1. Market Share Analysis, 2024
16.2. FPNV Positioning Matrix, 2024
16.3. Competitive Analysis
16.3.1. Trax Image Recognition Pte. Ltd.
16.3.2. Scandit AG
16.3.3. Focal Systems, Inc.
16.3.4. Everseen Ltd.
16.3.5. Planorama SA
16.3.6. ViSenze Pte. Ltd.
16.3.7. RetailNext Inc.
16.3.8. Slyce Inc.
16.3.9. Crisp Technology Group, Inc.
16.3.10. Catchoom SRL
17. ResearchAI
18. ResearchStatistics
19. ResearchContacts
20. ResearchArticles
21. Appendix
List of Figures
FIGURE 1. IMAGE RECOGNITION IN CPG MARKET RESEARCH PROCESS
FIGURE 2. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, 2018-2030 (USD MILLION)
FIGURE 3. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY REGION, 2024 VS 2025 VS 2030 (USD MILLION)
FIGURE 4. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2030 (USD MILLION)
FIGURE 5. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY OFFERING, 2024 VS 2030 (%)
FIGURE 6. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY OFFERING, 2024 VS 2025 VS 2030 (USD MILLION)
FIGURE 7. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY APPLICATION, 2024 VS 2030 (%)
FIGURE 8. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY APPLICATION, 2024 VS 2025 VS 2030 (USD MILLION)
FIGURE 9. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY END USER, 2024 VS 2030 (%)
FIGURE 10. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY END USER, 2024 VS 2025 VS 2030 (USD MILLION)
FIGURE 11. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY DEPLOYMENT MODE, 2024 VS 2030 (%)
FIGURE 12. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY DEPLOYMENT MODE, 2024 VS 2025 VS 2030 (USD MILLION)
FIGURE 13. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY ORGANIZATION SIZE, 2024 VS 2030 (%)
FIGURE 14. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY ORGANIZATION SIZE, 2024 VS 2025 VS 2030 (USD MILLION)
FIGURE 15. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY COUNTRY, 2024 VS 2030 (%)
FIGURE 16. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2030 (USD MILLION)
FIGURE 17. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY STATE, 2024 VS 2030 (%)
FIGURE 18. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY STATE, 2024 VS 2025 VS 2030 (USD MILLION)
FIGURE 19. EUROPE, MIDDLE EAST & AFRICA IMAGE RECOGNITION IN CPG MARKET SIZE, BY COUNTRY, 2024 VS 2030 (%)
FIGURE 20. EUROPE, MIDDLE EAST & AFRICA IMAGE RECOGNITION IN CPG MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2030 (USD MILLION)
FIGURE 21. ASIA-PACIFIC IMAGE RECOGNITION IN CPG MARKET SIZE, BY COUNTRY, 2024 VS 2030 (%)
FIGURE 22. ASIA-PACIFIC IMAGE RECOGNITION IN CPG MARKET SIZE, BY COUNTRY, 2024 VS 2025 VS 2030 (USD MILLION)
FIGURE 23. IMAGE RECOGNITION IN CPG MARKET SHARE, BY KEY PLAYER, 2024
FIGURE 24. IMAGE RECOGNITION IN CPG MARKET, FPNV POSITIONING MATRIX, 2024
FIGURE 25. IMAGE RECOGNITION IN CPG MARKET: RESEARCHAI
FIGURE 26. IMAGE RECOGNITION IN CPG MARKET: RESEARCHSTATISTICS
FIGURE 27. IMAGE RECOGNITION IN CPG MARKET: RESEARCHCONTACTS
FIGURE 28. IMAGE RECOGNITION IN CPG MARKET: RESEARCHARTICLES
List of Tables
TABLE 1. IMAGE RECOGNITION IN CPG MARKET SEGMENTATION & COVERAGE
TABLE 2. UNITED STATES DOLLAR EXCHANGE RATE, 2018-2024
TABLE 3. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, 2018-2024 (USD MILLION)
TABLE 4. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, 2025-2030 (USD MILLION)
TABLE 5. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY REGION, 2018-2024 (USD MILLION)
TABLE 6. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY REGION, 2025-2030 (USD MILLION)
TABLE 7. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY COUNTRY, 2018-2024 (USD MILLION)
TABLE 8. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY COUNTRY, 2025-2030 (USD MILLION)
TABLE 9. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY OFFERING, 2018-2024 (USD MILLION)
TABLE 10. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY OFFERING, 2025-2030 (USD MILLION)
TABLE 11. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY HARDWARE, BY REGION, 2018-2024 (USD MILLION)
TABLE 12. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY HARDWARE, BY REGION, 2025-2030 (USD MILLION)
TABLE 13. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY CAMERAS & SENSORS, BY REGION, 2018-2024 (USD MILLION)
TABLE 14. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY CAMERAS & SENSORS, BY REGION, 2025-2030 (USD MILLION)
TABLE 15. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY PROCESSORS & SERVERS, BY REGION, 2018-2024 (USD MILLION)
TABLE 16. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY PROCESSORS & SERVERS, BY REGION, 2025-2030 (USD MILLION)
TABLE 17. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY STORAGE DEVICES, BY REGION, 2018-2024 (USD MILLION)
TABLE 18. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY STORAGE DEVICES, BY REGION, 2025-2030 (USD MILLION)
TABLE 19. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY HARDWARE, 2018-2024 (USD MILLION)
TABLE 20. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY HARDWARE, 2025-2030 (USD MILLION)
TABLE 21. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY SERVICES, BY REGION, 2018-2024 (USD MILLION)
TABLE 22. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY SERVICES, BY REGION, 2025-2030 (USD MILLION)
TABLE 23. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY MANAGED SERVICES, BY REGION, 2018-2024 (USD MILLION)
TABLE 24. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY MANAGED SERVICES, BY REGION, 2025-2030 (USD MILLION)
TABLE 25. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY PROFESSIONAL SERVICES, BY REGION, 2018-2024 (USD MILLION)
TABLE 26. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY PROFESSIONAL SERVICES, BY REGION, 2025-2030 (USD MILLION)
TABLE 27. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY CONSULTING, BY REGION, 2018-2024 (USD MILLION)
TABLE 28. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY CONSULTING, BY REGION, 2025-2030 (USD MILLION)
TABLE 29. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY INTEGRATION, BY REGION, 2018-2024 (USD MILLION)
TABLE 30. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY INTEGRATION, BY REGION, 2025-2030 (USD MILLION)
TABLE 31. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY PROFESSIONAL SERVICES, 2018-2024 (USD MILLION)
TABLE 32. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY PROFESSIONAL SERVICES, 2025-2030 (USD MILLION)
TABLE 33. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY SERVICES, 2018-2024 (USD MILLION)
TABLE 34. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY SERVICES, 2025-2030 (USD MILLION)
TABLE 35. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY SOFTWARE, BY REGION, 2018-2024 (USD MILLION)
TABLE 36. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY SOFTWARE, BY REGION, 2025-2030 (USD MILLION)
TABLE 37. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY COMPUTER VISION SOFTWARE, BY REGION, 2018-2024 (USD MILLION)
TABLE 38. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY COMPUTER VISION SOFTWARE, BY REGION, 2025-2030 (USD MILLION)
TABLE 39. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY DEEP LEARNING SOFTWARE, BY REGION, 2018-2024 (USD MILLION)
TABLE 40. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY DEEP LEARNING SOFTWARE, BY REGION, 2025-2030 (USD MILLION)
TABLE 41. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY MACHINE LEARNING SOFTWARE, BY REGION, 2018-2024 (USD MILLION)
TABLE 42. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY MACHINE LEARNING SOFTWARE, BY REGION, 2025-2030 (USD MILLION)
TABLE 43. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY SOFTWARE, 2018-2024 (USD MILLION)
TABLE 44. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY SOFTWARE, 2025-2030 (USD MILLION)
TABLE 45. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY APPLICATION, 2018-2024 (USD MILLION)
TABLE 46. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY APPLICATION, 2025-2030 (USD MILLION)
TABLE 47. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY CUSTOMER ENGAGEMENT, BY REGION, 2018-2024 (USD MILLION)
TABLE 48. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY CUSTOMER ENGAGEMENT, BY REGION, 2025-2030 (USD MILLION)
TABLE 49. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY SMART VENDING, BY REGION, 2018-2024 (USD MILLION)
TABLE 50. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY SMART VENDING, BY REGION, 2025-2030 (USD MILLION)
TABLE 51. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY VIRTUAL TRY-ON, BY REGION, 2018-2024 (USD MILLION)
TABLE 52. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY VIRTUAL TRY-ON, BY REGION, 2025-2030 (USD MILLION)
TABLE 53. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY CUSTOMER ENGAGEMENT, 2018-2024 (USD MILLION)
TABLE 54. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY CUSTOMER ENGAGEMENT, 2025-2030 (USD MILLION)
TABLE 55. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY INVENTORY MANAGEMENT, BY REGION, 2018-2024 (USD MILLION)
TABLE 56. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY INVENTORY MANAGEMENT, BY REGION, 2025-2030 (USD MILLION)
TABLE 57. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY REPLENISHMENT, BY REGION, 2018-2024 (USD MILLION)
TABLE 58. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY REPLENISHMENT, BY REGION, 2025-2030 (USD MILLION)
TABLE 59. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY STOCK COUNTING, BY REGION, 2018-2024 (USD MILLION)
TABLE 60. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY STOCK COUNTING, BY REGION, 2025-2030 (USD MILLION)
TABLE 61. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY INVENTORY MANAGEMENT, 2018-2024 (USD MILLION)
TABLE 62. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY INVENTORY MANAGEMENT, 2025-2030 (USD MILLION)
TABLE 63. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY QUALITY INSPECTION, BY REGION, 2018-2024 (USD MILLION)
TABLE 64. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY QUALITY INSPECTION, BY REGION, 2025-2030 (USD MILLION)
TABLE 65. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY DEFECT DETECTION, BY REGION, 2018-2024 (USD MILLION)
TABLE 66. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY DEFECT DETECTION, BY REGION, 2025-2030 (USD MILLION)
TABLE 67. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY VISUAL INSPECTION, BY REGION, 2018-2024 (USD MILLION)
TABLE 68. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY VISUAL INSPECTION, BY REGION, 2025-2030 (USD MILLION)
TABLE 69. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY QUALITY INSPECTION, 2018-2024 (USD MILLION)
TABLE 70. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY QUALITY INSPECTION, 2025-2030 (USD MILLION)
TABLE 71. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY SHELF ANALYTICS, BY REGION, 2018-2024 (USD MILLION)
TABLE 72. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY SHELF ANALYTICS, BY REGION, 2025-2030 (USD MILLION)
TABLE 73. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY PLANOGRAM COMPLIANCE, BY REGION, 2018-2024 (USD MILLION)
TABLE 74. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY PLANOGRAM COMPLIANCE, BY REGION, 2025-2030 (USD MILLION)
TABLE 75. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY SHELF MONITORING, BY REGION, 2018-2024 (USD MILLION)
TABLE 76. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY SHELF MONITORING, BY REGION, 2025-2030 (USD MILLION)
TABLE 77. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY SHELF ANALYTICS, 2018-2024 (USD MILLION)
TABLE 78. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY SHELF ANALYTICS, 2025-2030 (USD MILLION)
TABLE 79. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY END USER, 2018-2024 (USD MILLION)
TABLE 80. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY END USER, 2025-2030 (USD MILLION)
TABLE 81. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY FOOD & BEVERAGE, BY REGION, 2018-2024 (USD MILLION)
TABLE 82. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY FOOD & BEVERAGE, BY REGION, 2025-2030 (USD MILLION)
TABLE 83. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY DAIRY, BY REGION, 2018-2024 (USD MILLION)
TABLE 84. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY DAIRY, BY REGION, 2025-2030 (USD MILLION)
TABLE 85. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY MEAT & POULTRY, BY REGION, 2018-2024 (USD MILLION)
TABLE 86. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY MEAT & POULTRY, BY REGION, 2025-2030 (USD MILLION)
TABLE 87. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY PACKAGED FOODS, BY REGION, 2018-2024 (USD MILLION)
TABLE 88. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY PACKAGED FOODS, BY REGION, 2025-2030 (USD MILLION)
TABLE 89. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY FOOD & BEVERAGE, 2018-2024 (USD MILLION)
TABLE 90. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY FOOD & BEVERAGE, 2025-2030 (USD MILLION)
TABLE 91. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY HOUSEHOLD CARE, BY REGION, 2018-2024 (USD MILLION)
TABLE 92. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY HOUSEHOLD CARE, BY REGION, 2025-2030 (USD MILLION)
TABLE 93. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY AIR CARE, BY REGION, 2018-2024 (USD MILLION)
TABLE 94. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY AIR CARE, BY REGION, 2025-2030 (USD MILLION)
TABLE 95. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY CLEANING, BY REGION, 2018-2024 (USD MILLION)
TABLE 96. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY CLEANING, BY REGION, 2025-2030 (USD MILLION)
TABLE 97. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY LAUNDRY, BY REGION, 2018-2024 (USD MILLION)
TABLE 98. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY LAUNDRY, BY REGION, 2025-2030 (USD MILLION)
TABLE 99. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY HOUSEHOLD CARE, 2018-2024 (USD MILLION)
TABLE 100. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY HOUSEHOLD CARE, 2025-2030 (USD MILLION)
TABLE 101. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY PERSONAL CARE, BY REGION, 2018-2024 (USD MILLION)
TABLE 102. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY PERSONAL CARE, BY REGION, 2025-2030 (USD MILLION)
TABLE 103. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY COSMETICS, BY REGION, 2018-2024 (USD MILLION)
TABLE 104. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY COSMETICS, BY REGION, 2025-2030 (USD MILLION)
TABLE 105. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY HAIRCARE, BY REGION, 2018-2024 (USD MILLION)
TABLE 106. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY HAIRCARE, BY REGION, 2025-2030 (USD MILLION)
TABLE 107. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY SKINCARE, BY REGION, 2018-2024 (USD MILLION)
TABLE 108. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY SKINCARE, BY REGION, 2025-2030 (USD MILLION)
TABLE 109. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY PERSONAL CARE, 2018-2024 (USD MILLION)
TABLE 110. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY PERSONAL CARE, 2025-2030 (USD MILLION)
TABLE 111. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY DEPLOYMENT MODE, 2018-2024 (USD MILLION)
TABLE 112. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY DEPLOYMENT MODE, 2025-2030 (USD MILLION)
TABLE 113. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY CLOUD, BY REGION, 2018-2024 (USD MILLION)
TABLE 114. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY CLOUD, BY REGION, 2025-2030 (USD MILLION)
TABLE 115. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY HYBRID CLOUD, BY REGION, 2018-2024 (USD MILLION)
TABLE 116. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY HYBRID CLOUD, BY REGION, 2025-2030 (USD MILLION)
TABLE 117. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY PRIVATE CLOUD, BY REGION, 2018-2024 (USD MILLION)
TABLE 118. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY PRIVATE CLOUD, BY REGION, 2025-2030 (USD MILLION)
TABLE 119. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY PUBLIC CLOUD, BY REGION, 2018-2024 (USD MILLION)
TABLE 120. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY PUBLIC CLOUD, BY REGION, 2025-2030 (USD MILLION)
TABLE 121. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY CLOUD, 2018-2024 (USD MILLION)
TABLE 122. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY CLOUD, 2025-2030 (USD MILLION)
TABLE 123. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY ON-PREMISES, BY REGION, 2018-2024 (USD MILLION)
TABLE 124. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY ON-PREMISES, BY REGION, 2025-2030 (USD MILLION)
TABLE 125. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY ORGANIZATION SIZE, 2018-2024 (USD MILLION)
TABLE 126. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY ORGANIZATION SIZE, 2025-2030 (USD MILLION)
TABLE 127. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY LARGE ENTERPRISES, BY REGION, 2018-2024 (USD MILLION)
TABLE 128. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY LARGE ENTERPRISES, BY REGION, 2025-2030 (USD MILLION)
TABLE 129. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY SMES, BY REGION, 2018-2024 (USD MILLION)
TABLE 130. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY SMES, BY REGION, 2025-2030 (USD MILLION)
TABLE 131. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY MEDIUM ENTERPRISES, BY REGION, 2018-2024 (USD MILLION)
TABLE 132. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY MEDIUM ENTERPRISES, BY REGION, 2025-2030 (USD MILLION)
TABLE 133. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY SMALL ENTERPRISES, BY REGION, 2018-2024 (USD MILLION)
TABLE 134. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY SMALL ENTERPRISES, BY REGION, 2025-2030 (USD MILLION)
TABLE 135. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY SMES, 2018-2024 (USD MILLION)
TABLE 136. GLOBAL IMAGE RECOGNITION IN CPG MARKET SIZE, BY SMES, 2025-2030 (USD MILLION)
TABLE 137. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY OFFERING, 2018-2024 (USD MILLION)
TABLE 138. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY OFFERING, 2025-2030 (USD MILLION)
TABLE 139. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY HARDWARE, 2018-2024 (USD MILLION)
TABLE 140. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY HARDWARE, 2025-2030 (USD MILLION)
TABLE 141. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY SERVICES, 2018-2024 (USD MILLION)
TABLE 142. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY SERVICES, 2025-2030 (USD MILLION)
TABLE 143. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY PROFESSIONAL SERVICES, 2018-2024 (USD MILLION)
TABLE 144. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY PROFESSIONAL SERVICES, 2025-2030 (USD MILLION)
TABLE 145. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY SOFTWARE, 2018-2024 (USD MILLION)
TABLE 146. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY SOFTWARE, 2025-2030 (USD MILLION)
TABLE 147. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY APPLICATION, 2018-2024 (USD MILLION)
TABLE 148. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY APPLICATION, 2025-2030 (USD MILLION)
TABLE 149. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY CUSTOMER ENGAGEMENT, 2018-2024 (USD MILLION)
TABLE 150. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY CUSTOMER ENGAGEMENT, 2025-2030 (USD MILLION)
TABLE 151. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY INVENTORY MANAGEMENT, 2018-2024 (USD MILLION)
TABLE 152. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY INVENTORY MANAGEMENT, 2025-2030 (USD MILLION)
TABLE 153. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY QUALITY INSPECTION, 2018-2024 (USD MILLION)
TABLE 154. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY QUALITY INSPECTION, 2025-2030 (USD MILLION)
TABLE 155. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY SHELF ANALYTICS, 2018-2024 (USD MILLION)
TABLE 156. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY SHELF ANALYTICS, 2025-2030 (USD MILLION)
TABLE 157. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY END USER, 2018-2024 (USD MILLION)
TABLE 158. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY END USER, 2025-2030 (USD MILLION)
TABLE 159. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY FOOD & BEVERAGE, 2018-2024 (USD MILLION)
TABLE 160. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY FOOD & BEVERAGE, 2025-2030 (USD MILLION)
TABLE 161. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY HOUSEHOLD CARE, 2018-2024 (USD MILLION)
TABLE 162. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY HOUSEHOLD CARE, 2025-2030 (USD MILLION)
TABLE 163. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY PERSONAL CARE, 2018-2024 (USD MILLION)
TABLE 164. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY PERSONAL CARE, 2025-2030 (USD MILLION)
TABLE 165. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY DEPLOYMENT MODE, 2018-2024 (USD MILLION)
TABLE 166. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY DEPLOYMENT MODE, 2025-2030 (USD MILLION)
TABLE 167. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY CLOUD, 2018-2024 (USD MILLION)
TABLE 168. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY CLOUD, 2025-2030 (USD MILLION)
TABLE 169. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY ORGANIZATION SIZE, 2018-2024 (USD MILLION)
TABLE 170. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY ORGANIZATION SIZE, 2025-2030 (USD MILLION)
TABLE 171. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY SMES, 2018-2024 (USD MILLION)
TABLE 172. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY SMES, 2025-2030 (USD MILLION)
TABLE 173. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY COUNTRY, 2018-2024 (USD MILLION)
TABLE 174. AMERICAS IMAGE RECOGNITION IN CPG MARKET SIZE, BY COUNTRY, 2025-2030 (USD MILLION)
TABLE 175. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY OFFERING, 2018-2024 (USD MILLION)
TABLE 176. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY OFFERING, 2025-2030 (USD MILLION)
TABLE 177. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY HARDWARE, 2018-2024 (USD MILLION)
TABLE 178. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY HARDWARE, 2025-2030 (USD MILLION)
TABLE 179. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY SERVICES, 2018-2024 (USD MILLION)
TABLE 180. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY SERVICES, 2025-2030 (USD MILLION)
TABLE 181. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY PROFESSIONAL SERVICES, 2018-2024 (USD MILLION)
TABLE 182. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY PROFESSIONAL SERVICES, 2025-2030 (USD MILLION)
TABLE 183. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY SOFTWARE, 2018-2024 (USD MILLION)
TABLE 184. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY SOFTWARE, 2025-2030 (USD MILLION)
TABLE 185. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY APPLICATION, 2018-2024 (USD MILLION)
TABLE 186. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY APPLICATION, 2025-2030 (USD MILLION)
TABLE 187. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY CUSTOMER ENGAGEMENT, 2018-2024 (USD MILLION)
TABLE 188. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY CUSTOMER ENGAGEMENT, 2025-2030 (USD MILLION)
TABLE 189. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY INVENTORY MANAGEMENT, 2018-2024 (USD MILLION)
TABLE 190. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY INVENTORY MANAGEMENT, 2025-2030 (USD MILLION)
TABLE 191. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY QUALITY INSPECTION, 2018-2024 (USD MILLION)
TABLE 192. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY QUALITY INSPECTION, 2025-2030 (USD MILLION)
TABLE 193. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY SHELF ANALYTICS, 2018-2024 (USD MILLION)
TABLE 194. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY SHELF ANALYTICS, 2025-2030 (USD MILLION)
TABLE 195. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY END USER, 2018-2024 (USD MILLION)
TABLE 196. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY END USER, 2025-2030 (USD MILLION)
TABLE 197. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY FOOD & BEVERAGE, 2018-2024 (USD MILLION)
TABLE 198. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY FOOD & BEVERAGE, 2025-2030 (USD MILLION)
TABLE 199. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY HOUSEHOLD CARE, 2018-2024 (USD MILLION)
TABLE 200. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY HOUSEHOLD CARE, 2025-2030 (USD MILLION)
TABLE 201. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY PERSONAL CARE, 2018-2024 (USD MILLION)
TABLE 202. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY PERSONAL CARE, 2025-2030 (USD MILLION)
TABLE 203. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY DEPLOYMENT MODE, 2018-2024 (USD MILLION)
TABLE 204. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY DEPLOYMENT MODE, 2025-2030 (USD MILLION)
TABLE 205. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY CLOUD, 2018-2024 (USD MILLION)
TABLE 206. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY CLOUD, 2025-2030 (USD MILLION)
TABLE 207. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY ORGANIZATION SIZE, 2018-2024 (USD MILLION)
TABLE 208. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY ORGANIZATION SIZE, 2025-2030 (USD MILLION)
TABLE 209. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY SMES, 2018-2024 (USD MILLION)
TABLE 210. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY SMES, 2025-2030 (USD MILLION)
TABLE 211. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY STATE, 2018-2024 (USD MILLION)
TABLE 212. UNITED STATES IMAGE RECOGNITION IN CPG MARKET SIZE, BY STATE, 2025-2030 (USD MILLION)
TABLE 213. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY OFFERING, 2018-2024 (USD MILLION)
TABLE 214. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY OFFERING, 2025-2030 (USD MILLION)
TABLE 215. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY HARDWARE, 2018-2024 (USD MILLION)
TABLE 216. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY HARDWARE, 2025-2030 (USD MILLION)
TABLE 217. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY SERVICES, 2018-2024 (USD MILLION)
TABLE 218. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY SERVICES, 2025-2030 (USD MILLION)
TABLE 219. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY PROFESSIONAL SERVICES, 2018-2024 (USD MILLION)
TABLE 220. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY PROFESSIONAL SERVICES, 2025-2030 (USD MILLION)
TABLE 221. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY SOFTWARE, 2018-2024 (USD MILLION)
TABLE 222. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY SOFTWARE, 2025-2030 (USD MILLION)
TABLE 223. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY APPLICATION, 2018-2024 (USD MILLION)
TABLE 224. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY APPLICATION, 2025-2030 (USD MILLION)
TABLE 225. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY CUSTOMER ENGAGEMENT, 2018-2024 (USD MILLION)
TABLE 226. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY CUSTOMER ENGAGEMENT, 2025-2030 (USD MILLION)
TABLE 227. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY INVENTORY MANAGEMENT, 2018-2024 (USD MILLION)
TABLE 228. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY INVENTORY MANAGEMENT, 2025-2030 (USD MILLION)
TABLE 229. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY QUALITY INSPECTION, 2018-2024 (USD MILLION)
TABLE 230. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY QUALITY INSPECTION, 2025-2030 (USD MILLION)
TABLE 231. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY SHELF ANALYTICS, 2018-2024 (USD MILLION)
TABLE 232. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY SHELF ANALYTICS, 2025-2030 (USD MILLION)
TABLE 233. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY END USER, 2018-2024 (USD MILLION)
TABLE 234. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY END USER, 2025-2030 (USD MILLION)
TABLE 235. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY FOOD & BEVERAGE, 2018-2024 (USD MILLION)
TABLE 236. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY FOOD & BEVERAGE, 2025-2030 (USD MILLION)
TABLE 237. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY HOUSEHOLD CARE, 2018-2024 (USD MILLION)
TABLE 238. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY HOUSEHOLD CARE, 2025-2030 (USD MILLION)
TABLE 239. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY PERSONAL CARE, 2018-2024 (USD MILLION)
TABLE 240. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY PERSONAL CARE, 2025-2030 (USD MILLION)
TABLE 241. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY DEPLOYMENT MODE, 2018-2024 (USD MILLION)
TABLE 242. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY DEPLOYMENT MODE, 2025-2030 (USD MILLION)
TABLE 243. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY CLOUD, 2018-2024 (USD MILLION)
TABLE 244. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY CLOUD, 2025-2030 (USD MILLION)
TABLE 245. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY ORGANIZATION SIZE, 2018-2024 (USD MILLION)
TABLE 246. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY ORGANIZATION SIZE, 2025-2030 (USD MILLION)
TABLE 247. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY SMES, 2018-2024 (USD MILLION)
TABLE 248. CANADA IMAGE RECOGNITION IN CPG MARKET SIZE, BY SMES, 2025-2030 (USD MILLION)
TABLE 249. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY OFFERING, 2018-2024 (USD MILLION)
TABLE 250. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY OFFERING, 2025-2030 (USD MILLION)
TABLE 251. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY HARDWARE, 2018-2024 (USD MILLION)
TABLE 252. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY HARDWARE, 2025-2030 (USD MILLION)
TABLE 253. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY SERVICES, 2018-2024 (USD MILLION)
TABLE 254. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY SERVICES, 2025-2030 (USD MILLION)
TABLE 255. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY PROFESSIONAL SERVICES, 2018-2024 (USD MILLION)
TABLE 256. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY PROFESSIONAL SERVICES, 2025-2030 (USD MILLION)
TABLE 257. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY SOFTWARE, 2018-2024 (USD MILLION)
TABLE 258. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY SOFTWARE, 2025-2030 (USD MILLION)
TABLE 259. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY APPLICATION, 2018-2024 (USD MILLION)
TABLE 260. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY APPLICATION, 2025-2030 (USD MILLION)
TABLE 261. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY CUSTOMER ENGAGEMENT, 2018-2024 (USD MILLION)
TABLE 262. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY CUSTOMER ENGAGEMENT, 2025-2030 (USD MILLION)
TABLE 263. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY INVENTORY MANAGEMENT, 2018-2024 (USD MILLION)
TABLE 264. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY INVENTORY MANAGEMENT, 2025-2030 (USD MILLION)
TABLE 265. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY QUALITY INSPECTION, 2018-2024 (USD MILLION)
TABLE 266. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY QUALITY INSPECTION, 2025-2030 (USD MILLION)
TABLE 267. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY SHELF ANALYTICS, 2018-2024 (USD MILLION)
TABLE 268. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY SHELF ANALYTICS, 2025-2030 (USD MILLION)
TABLE 269. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY END USER, 2018-2024 (USD MILLION)
TABLE 270. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY END USER, 2025-2030 (USD MILLION)
TABLE 271. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY FOOD & BEVERAGE, 2018-2024 (USD MILLION)
TABLE 272. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY FOOD & BEVERAGE, 2025-2030 (USD MILLION)
TABLE 273. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY HOUSEHOLD CARE, 2018-2024 (USD MILLION)
TABLE 274. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY HOUSEHOLD CARE, 2025-2030 (USD MILLION)
TABLE 275. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY PERSONAL CARE, 2018-2024 (USD MILLION)
TABLE 276. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY PERSONAL CARE, 2025-2030 (USD MILLION)
TABLE 277. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY DEPLOYMENT MODE, 2018-2024 (USD MILLION)
TABLE 278. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY DEPLOYMENT MODE, 2025-2030 (USD MILLION)
TABLE 279. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY CLOUD, 2018-2024 (USD MILLION)
TABLE 280. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY CLOUD, 2025-2030 (USD MILLION)
TABLE 281. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY ORGANIZATION SIZE, 2018-2024 (USD MILLION)
TABLE 282. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY ORGANIZATION SIZE, 2025-2030 (USD MILLION)
TABLE 283. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY SMES, 2018-2024 (USD MILLION)
TABLE 284. MEXICO IMAGE RECOGNITION IN CPG MARKET SIZE, BY SMES, 2025-2030 (USD MILLION)
TABLE 285. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY OFFERING, 2018-2024 (USD MILLION)
TABLE 286. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY OFFERING, 2025-2030 (USD MILLION)
TABLE 287. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY HARDWARE, 2018-2024 (USD MILLION)
TABLE 288. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY HARDWARE, 2025-2030 (USD MILLION)
TABLE 289. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY SERVICES, 2018-2024 (USD MILLION)
TABLE 290. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY SERVICES, 2025-2030 (USD MILLION)
TABLE 291. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY PROFESSIONAL SERVICES, 2018-2024 (USD MILLION)
TABLE 292. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY PROFESSIONAL SERVICES, 2025-2030 (USD MILLION)
TABLE 293. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY SOFTWARE, 2018-2024 (USD MILLION)
TABLE 294. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY SOFTWARE, 2025-2030 (USD MILLION)
TABLE 295. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY APPLICATION, 2018-2024 (USD MILLION)
TABLE 296. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY APPLICATION, 2025-2030 (USD MILLION)
TABLE 297. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY CUSTOMER ENGAGEMENT, 2018-2024 (USD MILLION)
TABLE 298. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY CUSTOMER ENGAGEMENT, 2025-2030 (USD MILLION)
TABLE 299. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY INVENTORY MANAGEMENT, 2018-2024 (USD MILLION)
TABLE 300. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY INVENTORY MANAGEMENT, 2025-2030 (USD MILLION)
TABLE 301. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY QUALITY INSPECTION, 2018-2024 (USD MILLION)
TABLE 302. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY QUALITY INSPECTION, 2025-2030 (USD MILLION)
TABLE 303. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY SHELF ANALYTICS, 2018-2024 (USD MILLION)
TABLE 304. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY SHELF ANALYTICS, 2025-2030 (USD MILLION)
TABLE 305. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY END USER, 2018-2024 (USD MILLION)
TABLE 306. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY END USER, 2025-2030 (USD MILLION)
TABLE 307. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY FOOD & BEVERAGE, 2018-2024 (USD MILLION)
TABLE 308. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY FOOD & BEVERAGE, 2025-2030 (USD MILLION)
TABLE 309. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY HOUSEHOLD CARE, 2018-2024 (USD MILLION)
TABLE 310. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY HOUSEHOLD CARE, 2025-2030 (USD MILLION)
TABLE 311. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY PERSONAL CARE, 2018-2024 (USD MILLION)
TABLE 312. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY PERSONAL CARE, 2025-2030 (USD MILLION)
TABLE 313. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY DEPLOYMENT MODE, 2018-2024 (USD MILLION)
TABLE 314. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY DEPLOYMENT MODE, 2025-2030 (USD MILLION)
TABLE 315. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY CLOUD, 2018-2024 (USD MILLION)
TABLE 316. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY CLOUD, 2025-2030 (USD MILLION)
TABLE 317. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY ORGANIZATION SIZE, 2018-2024 (USD MILLION)
TABLE 318. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY ORGANIZATION SIZE, 2025-2030 (USD MILLION)
TABLE 319. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY SMES, 2018-2024 (USD MILLION)
TABLE 320. BRAZIL IMAGE RECOGNITION IN CPG MARKET SIZE, BY SMES, 2025-2030 (USD MILLION)
TABLE 321. ARGENTINA IMAGE RECOGNITION IN CPG MARKET SIZE, BY OFFERING, 2018-2024 (USD MILLION)
TABLE 322. ARGENTINA IMAGE RECOGNITION IN CPG MARKET SIZE, BY OFFERING, 2025-2030 (USD MILLION)
TABLE 323. ARGENTINA IMAGE RECOGNITION IN CPG MARKET SIZE, BY HARDWARE, 2018-2024 (USD MILLION)
TABLE 324. ARGENTINA IMAGE RECOGNITION IN CPG MAR

Samples

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Companies Mentioned

The companies profiled in this Image Recognition in CPG market report include:
  • Trax Image Recognition Pte. Ltd.
  • Scandit AG
  • Focal Systems, Inc.
  • Everseen Ltd.
  • Planorama SA
  • ViSenze Pte. Ltd.
  • RetailNext Inc.
  • Slyce Inc.
  • Crisp Technology Group, Inc.
  • Catchoom SRL

Table Information

Report AttributeDetails
No. of Pages181
PublishedAugust 2025
Forecast Period2025 - 2030
Estimated Market Value ( USD ) in 2025 $ 2.65 Billion
Forecasted Market Value ( USD ) by 2030 $ 5.87 Billion
Compound Annual Growth Rate17.3%
Regions CoveredGlobal
No. of Companies Mentioned11

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About the CPG Image Recognition Market

The CPG Image Recognition market is a subset of the Consumer Goods and Services industry that focuses on the use of computer vision and machine learning technologies to identify and classify images of consumer products. This technology is used to automate the process of product recognition, allowing companies to quickly and accurately identify products in images. This technology is used in a variety of applications, such as product search, product recommendation, and product tracking. CPG Image Recognition is a rapidly growing market, with many companies offering solutions to help companies identify and classify products in images. Some of the companies in this market include Clarifai, ViSenze, Slyce, Trax, and Catchoom. Show Less Read more

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