prometheus04/

canva-visual-search-embeddings

	Visual Search Embedding Benchmark: Extending Canva's DINOv2 Evaluation




	
	Executive Summary

This benchmark extends Canva's January 2025 engineering evaluation which chose DINOv2 for production image replacement. We test three newer models released since then against DINOv2 on 500 design-domain images (advertising posters from the CGL-Dataset).

	Key Findings




	

Metric Winner Score vs DINOv2

Recall@1 facebook/dinov2-base 1.0000 —

Recall@5… See the full description on the dataset page: https://huggingface.co/datasets/prometheus04/canva-visual-search-embeddings.