17 Jul 2026 • 9 min read Retail Object Detection with RF-DETR Detect visible beverage products with RF-DETR, compare their counts with fixed camera-frame thresholds, and use Gemini 2.5 Pro to generate a shelf inspection summary.
10 Jul 2026 • 16 min read Product Recognition AI Product Recognition AI helps businesses identify, count, and verify products from images or video. This blog explains key use cases and shows how to build a Roboflow Product-to-Bill Verification System that detects products, reads receipts, and checks billing accuracy.
13 Mar 2024 • 9 min read Monitor and Analyze Retail Queues Using Computer Vision Learn how to monitor retail queues to identify when customers have been waiting for too long.
19 Dec 2023 • 7 min read Using Computer Vision to Understand Food and Cuisines Learn how to use computer vision to identify the cuisine associated with different foods.
4 Dec 2023 • 4 min read Use Cases for Computer Vision in Analytics Learn how to use computer vision in your data analytics pipelines.
22 Dec 2022 • 17 min read Monitor Movement in Retail Stores with Computer Vision In this article, we walk through how to monitor movement in areas of a retail store using computer vision
18 Jul 2020 • 9 min read Retail Store Item Detection using YOLOv5 SUMMARY This tutorial trains a YOLOv5 model on the SKU110k dataset to detect and localize products on retail store shelves, with dataset preparation handled through Roboflow and model training run in Google Colab. The resulting detector draws bounding boxes around shelf items and can support inventory tracking or automated checkout