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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.

Author / organizationprometheus04
License (as declared)cc-by-nc-sa-4.0
Downloads188 (as reported by Hugging Face)
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Created5 April 2026
Last updated at source29 April 2026
visual-searchembeddingsbenchmarkretrievaldesigncanvadinov2siglipjina-clipfaiss
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