CLIP Product Verification
Research
Computer vision for product authentication: Siamese variants, CLIP + YOLO stages, hard-negative mining, ArcFace / Proxy-Anchor losses, multi-backbone experiments.
Research Project: This is an advanced research prototype exploring novel technical approaches.
Problem
Authentication requires matching physical products to descriptions and catalogs — with robustness to lighting, pose, and SKU variability.
Business Impact
- Systematic contrastive / metric-learning experiments
- Multi-backbone coverage (ResNet, ViT)
- Clear path from research prototype toward production QA flows
Key Metrics
Siamese + CLIP
Multi-backbone
Production path