Object Counting on DIOR (test)
12.8Storage Tank MAELAE
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LAEMethod=LAE2026.04 | 12.8 | 36.24 | 4.15 | 5 | 1.16 | 3.24 | 3 | 3 | 1.09 | 2.17 | 1.14 | 2.79 | 0.89 | 2.12 | 5.05 | 20.68 | |
| LAEEvaluation Protocol=Zero-shot2026.04 | 12.8 | 36.24 | 4.15 | 5 | 1.16 | 3.24 | 3 | 3 | 1.09 | 2.17 | 1.14 | 2.79 | 0.89 | 2.12 | 5.05 | 20.68 | |
| CountGDMethod=CountGD2026.04 | 14.28 | 30.17 | 13.93 | 35.29 | 3.43 | 8.67 | 8 | 8 | 2.02 | 3.61 | 28 | 81.35 | 3.1 | 4.08 | 11.7 | 39.02 | |
| CountGDTraining=RS-FT2026.04 | 18.94 | 39.14 | 3.29 | 3.7 | 6.24 | 10.69 | 6 | 6 | 5.4 | 5.74 | 4.38 | 4.83 | 2.63 | 3.23 | 9.18 | 22.96 | |
| RS-OVCVariant=Ours2026.04 | 19.95 | 42.2 | 2.5 | 2.94 | 6.23 | 11.1 | 7 | 7 | 2.86 | 3.08 | 3.05 | 3.37 | 2.69 | 3.21 | 9.15 | 24.62 | |
| RS-OVCEvaluation Protocol=Fine-tuned2026.04 | 19.95 | 42.2 | 2.5 | 2.94 | 6.23 | 11.1 | 7 | 7 | 2.86 | 3.08 | 3.05 | 3.37 | 2.69 | 3.21 | 9.15 | 24.62 | |
| RS-OVCVariant=RS-only2026.04 | 20.46 | 42.42 | 7.76 | 9.5 | 6.65 | 11.42 | 4 | 4 | 2.98 | 3.24 | 2.6 | 2.98 | 2.01 | 2.53 | 8.37 | 22.71 | |
| RS-OVCEvaluation Protocol=Zero-shot2026.04 | 21.29 | 42.98 | 2.59 | 4 | 7.25 | 12.48 | 0 | 0 | 1.48 | 2.05 | 1.85 | 2.97 | 2.15 | 3.2 | 9.5 | 25.2 |