Object Detection on PDM
62.1mIoUNo-Time-To-Train
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| No-Time-To-TrainN-shot=22026.07 | 62.1 | 65.5 | |
| No-Time-To-TrainN-shot=12026.07 | 55.6 | 63.6 | |
| Qwen3-VL-235B + IPLoc-IDN-shot=22026.07 | 53.6 | 97.6 | |
| Qwen3-VL-32B + IPLoc-IDN-shot=22026.07 | 50.7 | 99.5 | |
| Qwen3-VL-8B + IPLocN-shot=22026.07 | 48.7 | 66.7 | |
| Qwen3-VL-8B + IPLoc-IDN-shot=22026.07 | 48.7 | 98.7 | |
| Qwen3-VL-235B + IPLocN-shot=22026.07 | 48.1 | 66.6 | |
| Qwen3-VL-32B + IPLocN-shot=22026.07 | 47.3 | 66.7 | |
| Qwen3-VL-32B + IPLoc-IDN-shot=12026.07 | 45.5 | 98.6 | |
| Qwen3-VL-235B + IPLocN-shot=12026.07 | 44.5 | 66.8 | |
| Qwen3-VL-235B + IPLoc-IDN-shot=12026.07 | 44.5 | 97 | |
| Qwen3-VL-32BN-shot=22026.07 | 44 | 65.4 | |
| Qwen3-VL-8B + IPLoc-IDN-shot=12026.07 | 43.9 | 94.1 | |
| Qwen3-VL-32B + IPLocN-shot=12026.07 | 43.7 | 66.7 | |
| Qwen3-VL-8B + IPLocN-shot=12026.07 | 43.6 | 66.7 | |
| Qwen3-VL-8BN-shot=22026.07 | 39.8 | 91.4 | |
| Qwen3-VL-32BN-shot=12026.07 | 39.1 | 69.9 | |
| Qwen3-VL-235BN-shot=22026.07 | 38.7 | 63.3 | |
| Qwen3-VL-235BN-shot=12026.07 | 36.8 | 77.8 | |
| Qwen2-VL-7B + IPLocN-shot=22026.07 | 36.7 | 66.7 | |
| Qwen3-VL-8BN-shot=12026.07 | 36.3 | 86.1 | |
| Qwen2-VL-7B + IPLoc-IDN-shot=22026.07 | 35.1 | 98.8 | |
| IPLoc 7B (official)N-shot=22026.07 | 34.3 | 71.3 | |
| Qwen2-VL-7B + IPLocN-shot=12026.07 | 31.8 | 66.6 | |
| Qwen2-VL-7B + IPLoc-IDN-shot=12026.07 | 31.6 | 97.6 | |
| IPLoc 7B (official)N-shot=12026.07 | 31.5 | 72.2 | |
| VFMN-shot=22026.07 | 28.7 | 68.1 | |
| VFMN-shot=12026.07 | 26.4 | 65.8 | |
| Qwen2-VL-7BN-shot=22026.07 | 22.9 | 45.5 | |
| Grounding-DINON-shot=12026.07 | 21.3 | 49.8 | |
| Qwen2-VL-7BN-shot=12026.07 | 20.4 | 38 | |
| Gemma3-12B + IPLoc-IDN-shot=22026.07 | 20.1 | 95.9 | |
| Gemma3-12B + IPLocN-shot=22026.07 | 17.7 | 66.6 | |
| Florence-2N-shot=12026.07 | 17.4 | 46.7 | |
| Gemma3-12B (+ prompt)N-shot=22026.07 | 14.2 | 66.3 | |
| Gemma3-12B + IPLocN-shot=12026.07 | 13.4 | 66.7 | |
| Gemma3-12B + IPLoc-IDN-shot=12026.07 | 13.4 | 93.2 | |
| LLaVA1.5-7B + promptN-shot=22026.07 | 12.2 | 64.4 | |
| Gemma3-12B (+ prompt)N-shot=12026.07 | 11.7 | 76 | |
| LLaVA1.5-7B + promptN-shot=12026.07 | 0.9 | 10 |