Object Counting on FAIR-1M (test)
26.84Tractor MAERS-OVC
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RS-OVCSetup=3-shot2026.04 | 26.84 | 47.98 | 12.79 | 27.45 | 5.54 | 10.41 | 4.21 | 10.22 | 3 | 3.06 | 5.81 | 13.58 | |
| RS-OVC (Ours)Identity=Main proposed method2026.04 | 26.84 | 47.98 | 12.79 | 27.45 | 5.54 | 10.41 | 4.21 | 10.22 | 3 | 3.06 | 5.81 | 13.58 | |
| RS-OVCSetup=zero-shot2026.04 | 36.84 | 85.36 | 18.4 | 41.97 | 6.01 | 11.88 | 6.08 | 11.07 | 5.9 | 7.49 | 7.51 | 18.31 | |
| CountGD (RS-FT)Fine-tuning=finetuned over RS data2026.04 | 37.03 | 86.25 | 18.12 | 45.42 | 5.79 | 12.61 | 4.27 | 9.64 | 1.39 | 1.68 | 6.57 | 19.06 | |
| RS-OVC (RS-only)Image Encoder=RS pre-trained, Feature Fusion=None2026.04 | 37.55 | 86.66 | 18.14 | 45.23 | 6.04 | 12.72 | 4.39 | 9.75 | 1.58 | 1.88 | 6.74 | 19.08 | |
| LAESetup=zero-shot2026.04 | 41.58 | 89.57 | 19.16 | 45.53 | 10.65 | 15.88 | 1.29 | 6.74 | 0.48 | 0.82 | 7.56 | 19.68 | |
| LAE2026.04 | 41.58 | 89.57 | 19.16 | 45.53 | 10.65 | 15.88 | 1.29 | 6.74 | 0.48 | 0.82 | 7.56 | 19.68 | |
| CountGDstatus=frozen off-the-shelf pretrained2026.04 | 52.74 | 73.42 | 18.22 | 35.57 | 39.78 | 55.9 | 3.89 | 9.93 | 7.61 | 14.81 | 21.65 | 39.93 |