Visual Object Tracking on VastTrack
62.1mIoUQwen3-VL-235B + IPLoc-ID
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Qwen3-VL-235B + IPLoc-IDN-shot=82026.07 | 62.1 | 98.2 | |
| Qwen3-VL-235B + IPLocN-shot=82026.07 | 61.8 | 66.7 | |
| Qwen3-VL-32B + IPLoc-IDN-shot=82026.07 | 61.5 | 97.3 | |
| Qwen3-VL-32B + IPLocN-shot=82026.07 | 59.6 | 66.7 | |
| Qwen3-VL-8B + IPLocN-shot=82026.07 | 57.8 | 66.7 | |
| Qwen3-VL-8B + IPLoc-IDN-shot=82026.07 | 57.4 | 96.5 | |
| (FSOD) No-Time-To-TrainN-shot=82026.07 | 53 | 65 | |
| (FSOD) No-Time-To-TrainN-shot=42026.07 | 52.4 | 65 | |
| (FSOD) No-Time-To-TrainN-shot=22026.07 | 51.2 | 64.8 | |
| Qwen3-VL-235B + IPLoc-IDN-shot=42026.07 | 51 | 96.3 | |
| Qwen3-VL-32B + IPLoc-IDN-shot=42026.07 | 50.8 | 95.1 | |
| Qwen3-VL-32B + IPLocN-shot=42026.07 | 50.7 | 66.7 | |
| Qwen3-VL-235B + IPLocN-shot=42026.07 | 50.6 | 66.7 | |
| Qwen3-VL-235BN-shot=82026.07 | 50.2 | 72.6 | |
| (FSOD) No-Time-To-TrainN-shot=12026.07 | 50 | 64.6 | |
| Qwen3-VL-8B + IPLoc-IDN-shot=42026.07 | 48.2 | 95.9 | |
| Qwen3-VL-8B + IPLocN-shot=42026.07 | 47.7 | 66.7 | |
| (FSOD) VFMN-shot=82026.07 | 47.3 | 72.3 | |
| Qwen2-VL-7B + IPLocN-shot=82026.07 | 47.2 | 66.7 | |
| Qwen3-VL-32B + IPLocN-shot=22026.07 | 47.2 | 66.8 | |
| Qwen2-VL-7B + IPLoc-IDN-shot=82026.07 | 47.1 | 97.5 | |
| Qwen3-VL-8BN-shot=82026.07 | 46.5 | 74.1 | |
| Qwen3-VL-32BN-shot=82026.07 | 46.5 | 91.8 | |
| Qwen3-VL-32B + IPLoc-IDN-shot=22026.07 | 46.5 | 95.8 | |
| Qwen3-VL-235B + IPLoc-IDN-shot=22026.07 | 46.2 | 95.4 | |
| Qwen3-VL-235B + IPLocN-shot=22026.07 | 45.6 | 66.7 | |
| Qwen3-VL-8B + IPLocN-shot=22026.07 | 45.1 | 66.7 | |
| Qwen3-VL-8B + IPLoc-IDN-shot=22026.07 | 44.7 | 95.1 | |
| Qwen3-VL-32B + IPLocN-shot=12026.07 | 44.3 | 66.7 | |
| (FSOD) VFMN-shot=42026.07 | 44 | 71.2 | |
| Qwen3-VL-32B + IPLoc-IDN-shot=12026.07 | 43.7 | 92.8 | |
| Qwen3-VL-235B + IPLoc-IDN-shot=12026.07 | 43.1 | 93 | |
| Qwen3-VL-8B + IPLocN-shot=12026.07 | 42.9 | 66.7 | |
| IPLoc 7B (official)N-shot=82026.07 | 42.7 | 66.3 | |
| Qwen3-VL-235B + IPLocN-shot=12026.07 | 42.7 | 66.7 | |
| Qwen3-VL-8B + IPLoc-IDN-shot=12026.07 | 42.4 | 88.4 | |
| Gemma3-12B + IPLoc-IDN-shot=82026.07 | 41.5 | 91.3 | |
| (FSOD) VFMN-shot=22026.07 | 41.3 | 69.4 | |
| Gemma3-12B + IPLocN-shot=82026.07 | 41.3 | 66.7 | |
| Qwen3-VL-32BN-shot=22026.07 | 41.3 | 83.8 | |
| (FSOD) VFMN-shot=12026.07 | 40 | 69 | |
| Qwen3-VL-8BN-shot=42026.07 | 38.7 | 76.1 | |
| Qwen2-VL-7B + IPLocN-shot=42026.07 | 38.2 | 66.7 | |
| Qwen3-VL-32BN-shot=42026.07 | 38.2 | 86.9 | |
| Qwen2-VL-7BN-shot=82026.07 | 38 | 50 | |
| Qwen2-VL-7B + IPLoc-IDN-shot=42026.07 | 37.8 | 95.3 | |
| Qwen3-VL-8BN-shot=22026.07 | 37.8 | 74.5 | |
| Qwen3-VL-235BN-shot=42026.07 | 37.8 | 72.5 | |
| Qwen3-VL-8BN-shot=12026.07 | 35.9 | 70.6 | |
| Qwen3-VL-235BN-shot=22026.07 | 35.8 | 78.3 | |
| Qwen2-VL-7B + IPLocN-shot=22026.07 | 35.7 | 66.7 | |
| Qwen2-VL-7B + IPLoc-IDN-shot=22026.07 | 34.9 | 93.7 | |
| Qwen2-VL-7B + IPLocN-shot=12026.07 | 33.5 | 66.7 | |
| IPLoc 7B (official)N-shot=42026.07 | 33.3 | 66.2 | |
| Qwen2-VL-7B + IPLoc-IDN-shot=12026.07 | 32.9 | 90.6 | |
| Qwen3-VL-235BN-shot=12026.07 | 32.6 | 80.2 | |
| IPLoc 7B (official)N-shot=22026.07 | 31.6 | 66.4 | |
| Gemma3-12B + IPLoc-IDN-shot=42026.07 | 29.1 | 88.8 | |
| Gemma3-12B (+ prompt)N-shot=82026.07 | 28.9 | 62.9 | |
| Gemma3-12B + IPLocN-shot=42026.07 | 28.7 | 66.7 | |
| IPLoc 7B (official)N-shot=12026.07 | 28.4 | 66 | |
| Gemma3-12B + IPLoc-IDN-shot=22026.07 | 26.7 | 90.7 | |
| Gemma3-12B + IPLocN-shot=22026.07 | 24.3 | 66.6 | |
| Qwen2-VL-7BN-shot=42026.07 | 23.4 | 41.6 | |
| Gemma3-12B + IPLocN-shot=12026.07 | 22.7 | 66.6 | |
| Gemma3-12B + IPLoc-IDN-shot=12026.07 | 22.3 | 88.4 | |
| Gemma3-12B (+ prompt)N-shot=42026.07 | 21.6 | 75.5 | |
| Qwen2-VL-7BN-shot=22026.07 | 19.2 | 50.9 | |
| Qwen3-VL-32BN-shot=12026.07 | 18.8 | 37.9 | |
| Qwen2-VL-7BN-shot=12026.07 | 18 | 56.5 | |
| Gemma3-12B (+ prompt)N-shot=22026.07 | 16.1 | 78.5 | |
| Gemma3-12B (+ prompt)N-shot=12026.07 | 15.4 | 78.4 | |
| LLaVA1.5-7B + promptN-shot=22026.07 | 10.8 | 55.4 | |
| LLaVA1.5-7B + promptN-shot=42026.07 | 10 | 47.4 | |
| (OD) Florence-2N-shot=12026.07 | 2.6 | 10.1 | |
| (OD) Grounding-DINON-shot=12026.07 | 0.3 | 3 | |
| LLaVA1.5-7B + promptN-shot=12026.07 | 0 | 1 | |
| LLaVA1.5-7B + promptN-shot=82026.07 | 0 | 0.5 |