Fine-grained Visual Pattern Recognition on MMVP-VLM
60Orientation ScoreUniME
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| UniMESize=7B, Zero-shot=true, Type=MLLM-Based Embedding Model2026.02 | 60 | 43.3 | 73.3 | 63.3 | 56.7 | 76.7 | 60 | 43.3 | 50 | 58.5 | |
| AGFF-EMBEDSize=7B, Zero-shot=true, Type=MLLM-Based Embedding Model2026.02 | 60 | 43.3 | 73.3 | 73.3 | 46.7 | 83.3 | 66.7 | 50 | 56.7 | 61.5 | |
| LLaVESize=7B, Zero-shot=true, Type=MLLM-Based Embedding Model2026.02 | 53.3 | 40 | 66.7 | 63.3 | 43.3 | 73.3 | 53.3 | 30 | 60 | 53.7 | |
| UME-R1Size=7B, Zero-shot=true, Type=MLLM-Based Embedding Model2026.02 | 53.3 | 46.7 | 66.7 | 60 | 43.3 | 83.3 | 53.3 | 40 | 60 | 56.3 | |
| QQMMSize=7B, Zero-shot=true, Type=MLLM-Based Embedding Model2026.02 | 53.3 | 43.3 | 73.3 | 46.7 | 36.7 | 83.3 | 50 | 43.3 | 56.7 | 54.1 | |
| UniME-V2Size=7B, Zero-shot=true, Type=MLLM-Based Embedding Model2026.02 | 46.7 | 46.7 | 73.3 | 56.7 | 50 | 73.3 | 63.3 | 43.3 | 60 | 57 | |
| DIVASize=0.4B, Zero-shot=true, Type=CLIP-Based Embedding Model2026.02 | 26.7 | 20 | 33.3 | 13.3 | 13.3 | 46.7 | 26.7 | 6.7 | 40 | 25.2 | |
| DFNSize=1B, Zero-shot=true, Type=CLIP-Based Embedding Model2026.02 | 20 | 26.7 | 73.3 | 26.7 | 26.7 | 66.7 | 46.7 | 20 | 53.3 | 39.9 | |
| CLIP-INSize=1B, Zero-shot=true, Type=CLIP-Based Embedding Model2026.02 | 20 | 26.7 | 73.3 | 26.7 | 33.3 | 66.7 | 46.7 | 26.7 | 53.3 | 41.5 | |
| SigLIP2Size=0.9B, Zero-shot=true, Type=CLIP-Based Embedding Model2026.02 | 13.3 | 20 | 60 | 26.7 | 6.7 | 80 | 53.3 | 20 | 40 | 35.6 | |
| CLIPSize=0.4B, Zero-shot=true, Type=CLIP-Based Embedding Model2026.02 | 0 | 20 | 40 | 20 | 6.7 | 20 | 33.3 | 6.7 | 40 | 20 |