Object Detection on DIOR (Standard Metrics)
87.2AP50DisDop
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DisDopPre-Training Data=LAE-1M, Evaluation Mode=Open-set detection2026.05 | 87.2 | — | — | — | — | — | — | |
| LAE-DINOPre-Training Data=LAE-1M, Evaluation Mode=Open-set detection2026.05 | 85.5 | — | — | — | — | — | — | |
| GroundingDINO with DVCPre-Training Data=LAE-1M, Evaluation Mode=Open-set detection2026.05 | 83.6 | — | — | — | — | — | — | |
| GLIP with DVCPre-Training Data=LAE-1M, Evaluation Mode=Open-set detection2026.05 | 82.8 | — | — | — | — | — | — | |
| LSKNetzero-shot=true2026.04 | 56.88 | 33.35 | 32.71 | 27.28 | 35.96 | 51.85 | 39.67 | |
| HMR-Netzero-shot=true2026.04 | 56.61 | 33.48 | 33.14 | 27.2 | 35.93 | 51.97 | 39.72 | |
| ORFENetzero-shot=true2026.04 | 56.45 | 33.19 | 32.97 | 27.53 | 35.88 | 51.64 | 39.61 | |
| DAMEXzero-shot=true2026.04 | 55.84 | 30.46 | 31.02 | 22.73 | 35.64 | 52.14 | 37.97 | |
| MoCaEzero-shot=true2026.04 | 55.41 | 31.37 | 31.25 | 26.24 | 35.73 | 51.56 | 38.59 | |
| H2RBoxzero-shot=true2026.04 | 55.19 | 31.42 | 31.27 | 26.44 | 35.82 | 51.69 | 38.64 | |
| AFDzero-shot=true2026.04 | 54.22 | 30.82 | 30.26 | 24.72 | 32.51 | 50.16 | 37.12 | |
| CR-CNNzero-shot=true2026.04 | 52.78 | 28.9 | 28.65 | 22.17 | 29.4 | 49.04 | 35.16 | |
| Me R-CNNzero-shot=true2026.04 | 52.63 | 27.84 | 28.59 | 22.03 | 29.11 | 48.86 | 34.84 | |
| HMR-Nettrained_on=DOTA, xView, NWPU2026.04 | 52.2 | 28.72 | 27.63 | 22.79 | 31.54 | 48.36 | 35.21 | |
| RTMDetzero-shot=true2026.04 | 51.53 | 27.85 | 28.63 | 21.52 | 29.15 | 48.82 | 34.59 | |
| FR-CNNzero-shot=true2026.04 | 51.26 | 27.53 | 28.11 | 21.43 | 28.65 | 47.38 | 34.05 | |
| LSKNettrained_on=DOTA, xView, NWPU2026.04 | 49.34 | 26.59 | 24.93 | 20.72 | 29.13 | 45.1 | 32.63 | |
| ORFENettrained_on=DOTA, xView, NWPU2026.04 | 49.12 | 26.37 | 25.38 | 21.01 | 28.96 | 44.71 | 32.59 | |
| DAMEXtrained_on=DOTA, xView, NWPU2026.04 | 48.26 | 25.37 | 23.18 | 17.31 | 28.57 | 44.41 | 31.35 | |
| MoCaEtrained_on=DOTA, xView, NWPU2026.04 | 47.85 | 26.14 | 24.67 | 19.8 | 28.41 | 44.83 | 31.95 | |
| H2RBoxtrained_on=DOTA, xView, NWPU2026.04 | 47.31 | 25.44 | 23.57 | 19.04 | 27.36 | 44.78 | 31.25 | |
| Me R-CNNtrained_on=DOTA, xView, NWPU2026.04 | 46.68 | 24.53 | 21.98 | 17.35 | 26.12 | 43.67 | 30.06 | |
| AFDtrained_on=DOTA, xView, NWPU2026.04 | 46.26 | 25.02 | 22.73 | 18.43 | 26.83 | 43.65 | 30.49 | |
| CR-CNNtrained_on=DOTA, xView, NWPU2026.04 | 45.91 | 23.16 | 21.14 | 16.21 | 24.1 | 42.45 | 28.83 | |
| RTMDettrained_on=DOTA, xView, NWPU2026.04 | 44.84 | 22.75 | 20.83 | 15.16 | 23.96 | 41.89 | 28.24 | |
| FR-CNNtrained_on=DOTA, xView, NWPU2026.04 | 44.68 | 21.83 | 20.46 | 15.02 | 23.22 | 40.91 | 27.69 |