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Universal Retrieval on DomainNet

85.33Precision@50TPSNet
56.761264.178171.59579.0119Mar 13, 2026

Evaluation results

MethodLinks
TPSNetPre-trained model=CLIP2026.0385.3384.3481.91
TPSNetModel Parameters=0.086B2026.0385.3384.3481.91
Qwen2.5VLModel Parameters=7B2026.0381.4581.4780.44
LamRAModel Parameters=7B2026.0380.7778.3974.8
MM-EmbedModel Parameters=7B2026.0378.0575.1870.27
Qwen2.5VLModel Parameters=3B2026.037877.2575.81
TPSNetPre-trained model=SigLIP22026.0363.1461.1258.01
TPSNetPre-trained model=SigLIP2026.0359.0655.8952.4
InternVL3.5Model Parameters=6B2026.0358.7154.8247.11
SAIL-VL2Model Parameters=0.6B2026.0358.2953.3846.16
TPSNetPre-trained model=BLIP2026.0357.8655.5250.61