Object Detection on HRSID (test)
93.8mAP50SARES-DEIM
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| SARES-DEIMInput size=640 × 640, Batch size=82026.04 | 93.8 | 76.4 | 93.1 | 88 | — | — | — | — | |
| YOLOv8Input size=640 × 6402026.04 | 93 | 69 | 92.7 | 85.5 | — | — | — | — | |
| YOLOv11Input size=640 × 6402026.04 | 92.4 | 67.7 | 93 | 84 | — | — | — | — | |
| DEIMInput size=640 × 6402026.04 | 92 | 73 | 92.4 | 84.4 | — | — | — | — | |
| CSCF-NetInput size=640 × 6402026.04 | 91.5 | — | 90.7 | — | — | — | — | — | |
| SAR-D-FINEInput size=640 × 6402026.04 | 90.8 | 72 | 91.2 | — | — | — | — | — | |
| SSDInput size=640 × 6402026.04 | 90.1 | — | 81 | — | — | — | — | — | |
| RSTNet2026.02 | 88.9 | 64.5 | — | — | 73 | 52.6 | 80.4 | 56.2 | |
| YOLOv8Year=2023 github2026.02 | 88.7 | 62.8 | — | — | 71.4 | 50.6 | 79.1 | 56.8 | |
| D-FINEInput size=640 × 6402026.04 | 88.2 | 70.2 | 92.5 | 82.7 | — | — | — | — | |
| YOLOv5Year=2020 github2026.02 | 88.2 | 62.7 | — | — | 71 | 50.7 | 78.9 | 52.1 | |
| Faster RCNNInput size=640 × 6402026.04 | 88 | — | 82.1 | — | — | — | — | — | |
| RT-DETRInput size=640 × 6402026.04 | 87.9 | 67.3 | 92.8 | 85.3 | — | — | — | — | |
| YOLOv10Year=2024 arxiv2026.02 | 87.5 | 62.9 | — | — | 72 | 51.3 | 78.6 | 51.4 | |
| SSDYear=2016 ECCV2026.02 | 87.2 | 58.6 | — | — | 65.4 | 45.2 | 77.7 | 48.9 | |
| FCOSYear=2019 CVPR2026.02 | 85.8 | 59.9 | — | — | 66 | 46.3 | 77.8 | 50 | |
| DiffusionDetYear=2023 CVPR2026.02 | 84 | 58.8 | — | — | 67.8 | 46.8 | 75.5 | 52.3 | |
| FCOSInput size=640 × 6402026.04 | 81.1 | — | 83.6 | — | — | — | — | — | |
| RetinaNetYear=2017 TPAMI2026.02 | 77.1 | 52.2 | — | — | 56.8 | 35.4 | 74.6 | 43.3 | |
| C-AFBiFPNYear=2025 arxiv2026.02 | 76.3 | 55.2 | — | — | 63.6 | 40.4 | 76.6 | 41.6 | |
| Faster RcnnYear=2015 TPAMI2026.02 | 76.2 | 54 | — | — | 61.9 | 38.2 | 76 | 49.4 |