Text-based Person Anomaly Search on PAB (test)
84.93R@1X-VLM + CMP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| X-VLM + CMPType=Pre-FT, Post-train=48.1h (4 GPUs)2026.04 | 84.93 | 99.09 | 99.75 | 91.66 | |
| X-VLMType=Pre-FT, Post-train=40.5h (4 GPUs)2026.04 | 81.95 | 98.84 | 99.19 | 89.86 | |
| RaSaType=Pre-FT, Post-train=0.74h (4 GPUs)2026.04 | 80.79 | 98.89 | 99.65 | 89.2 | |
| CLIPType=Pre-FT, Post-train=18.4h (4 GPUs)2026.04 | 77.6 | 98.84 | 99.75 | 87.35 | |
| IRRAType=Pre-FT, Post-train=19.6h (4 GPUs)2026.04 | 76.39 | 97.62 | 99.14 | 86.33 | |
| X-VLM + OursType=Pre-Adp, Post-train=0.08h (1 GPU)2026.04 | 76.13 | 98.02 | 99.09 | 86.14 | |
| X-VLM + TCRType=Pre-Adp, Post-train=0.25h (1 GPU)2026.04 | 74.92 | 96.15 | 97.97 | 84.72 | |
| X-VLM + READType=Pre-Adp, Post-train=0.23h (1 GPU)2026.04 | 74.62 | 96 | 98.18 | 84.61 | |
| WoRAType=Pre-FT, Post-train=0.88h (4 GPUs)2026.04 | 74.47 | 96.82 | 98.48 | 84.6 | |
| CAMeLType=Pre-FT, Post-train=1.01h (4 GPUs)2026.04 | 74.3 | 96.79 | 98.84 | 84.2 | |
| X-VLM + SHOTType=Pre-Adp, Post-train=0.26h (1 GPU)2026.04 | 73.66 | 95.8 | 97.82 | 83.97 | |
| X-VLM + TentType=Pre-Adp, Post-train=0.23h (1 GPU)2026.04 | 73.5 | 95.65 | 97.57 | 83.71 | |
| X-VLM + SARType=Pre-Adp, Post-train=0.38h (1 GPU)2026.04 | 73.2 | 97.87 | 99.09 | 84.58 | |
| APTMType=Pre-FT, Post-train=0.51h (4 GPUs)2026.04 | 72.14 | 95.3 | 97.17 | 82.78 | |
| X-VLMType=Pretrain, Post-train=—2026.04 | 71.94 | 97.78 | 98.99 | 83.96 | |
| MRAType=Pre-FT, Post-train=1.06h (4 GPUs)2026.04 | 70.53 | 94.69 | 97.47 | 81.59 | |
| CLIPType=Pretrain, Post-train=—2026.04 | 47.57 | 81.55 | 89.03 | 62.73 | |
| IRRAType=Pretrain, Post-train=—2026.04 | 30.59 | 59.61 | 68.91 | 44.41 | |
| CAMeLType=Pretrain, Post-train=—2026.04 | 24.47 | 50 | 58.75 | 36.75 | |
| APTMType=Pretrain, Post-train=—2026.04 | 22.9 | 45.8 | 52.38 | 33.56 | |
| WoRAType=Pretrain, Post-train=—2026.04 | 22.25 | 45.91 | 53.54 | 33.39 | |
| RaSaType=Pretrain, Post-train=—2026.04 | 21.74 | 27.3 | 27.96 | 24.35 | |
| MRAType=Pretrain, Post-train=—2026.04 | 9.91 | 23.66 | 31.45 | 17.15 |