Classification on Flowers (AURC)
22.5AURCReCoVERR
Evaluation Results
| Method | Links | |
|---|---|---|
| ReCoVERRLLM=Phi-3.5-Instruct (3B), P-VLM=BLIP-22026.01 | 22.5 | |
| LYP-VLM=BLIP-22026.01 | 21.6 | |
| PAPSP-SModel Scale=Small, Memory Augmentation=false, P-VLM=BLIP-22026.01 | 9.3 | |
| MA-PAPSP-SModel Scale=Small, Memory Augmentation=true, P-VLM=BLIP-22026.01 | 7.7 | |
| PAPSP-LModel Scale=Large, Memory Augmentation=false, P-VLM=BLIP-22026.01 | 7.4 | |
| MA-PAPSP-LModel Scale=Large, Memory Augmentation=true, P-VLM=BLIP-22026.01 | 6.3 | |
| GenEval2026.01 | 0.216 | |
| SeeTRUE2026.01 | 0.214 | |
| SeeTRUE2026.01 | 0.214 | |
| Aesthetics2026.01 | 0.212 | |
| VQAScore2026.01 | 0.211 | |
| VQAScore2026.01 | 0.211 | |
| PAPSPsize=S2026.01 | 0.093 | |
| PAPSPBackbone=SigLIP B/162026.01 | 0.093 | |
| MA-PAPSPsize=S2026.01 | 0.077 | |
| MA-PAPSPBackbone=SigLIP B/162026.01 | 0.077 | |
| Qwen-VL-7BMethod Setup=LVLM-PAPSP, Backbone Model=Qwen-VL-7B2026.01 | 0.075 | |
| PAPSPsize=L2026.01 | 0.074 | |
| PAPSPBackbone=SigLIP SO-400M2026.01 | 0.074 | |
| Qwen-VL-72BMethod Setup=LVLM-PAPSP, Backbone Model=Qwen-VL-72B2026.01 | 0.07 | |
| MA-PAPSPMethod Setup=MA-PAPSP, Backbone Model=SigLIP SO-400M2026.01 | 0.063 | |
| MA-PAPSPsize=L2026.01 | 0.063 | |
| MA-PAPSPBackbone=SigLIP SO-400M2026.01 | 0.063 |