Object Counting on NWPU-MOC (test)
7.5MAE (Boat)RS-OVC
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RS-OVCprotocol=3-shot2026.04 | 7.5 | 15.44 | 15.52 | 26.87 | 8.74 | 24.2 | 5.52 | 6.37 | 3.08 | 3.55 | 12.42 | 24.72 | |
| RS-OVC (Ours)Feature fusion=true2026.04 | 7.5 | 15.44 | 15.52 | 26.87 | 8.74 | 24.2 | 5.52 | 6.37 | 3.08 | 3.55 | 12.42 | 24.72 | |
| RS-OVCprotocol=zero-shot2026.04 | 32.04 | 68.23 | 21.98 | 34.72 | 7.43 | 16.43 | 18.66 | 24.99 | 1.31 | 2.06 | 18.46 | 35.22 | |
| RS-OVC (RS-only)Image encoder type=RS pre-trained, Feature fusion=false2026.04 | 32.47 | 72.56 | 18.56 | 31.13 | 10.21 | 17.32 | 4 | 4.69 | 6.5 | 7 | 17.07 | 34.01 | |
| CountGDPre-training=off-the-shelf pretrained, Fine-tuning=false2026.04 | 32.58 | 63.56 | 23.54 | 35.66 | 11.38 | 29.59 | 2.5 | 3.16 | 1.97 | 2.52 | 20.16 | 37.1 | |
| CountGD (RS-FT)Fine-tuning=finetuned over RS data2026.04 | 36.25 | 76.01 | 21.75 | 34.88 | 8.8 | 18.58 | 1.45 | 2.13 | 1.19 | 1.85 | 18.71 | 36.89 | |
| LAEprotocol=zero-shot2026.04 | 40.03 | 77.9 | 27.11 | 38.73 | 12.72 | 20.7 | 5.5 | 5.83 | 4.96 | 5.21 | 23.44 | 39.73 | |
| LAE2026.04 | 40.03 | 77.9 | 27.11 | 38.73 | 12.72 | 20.7 | 5.5 | 5.83 | 4.96 | 5.21 | 23.44 | 39.73 |