Infrared Small Object Detection on SIRST3 (test)
83.52mIoUMSDA-Net
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MSDA-NetDescription=DLN Full, Supervision=Fully-supervised2025.12 | 83.52 | 86.44 | 97.61 | 20.824 | |
| UIUNetDescription=DLN Full, Supervision=Fully-supervised2025.12 | 81.64 | 84.56 | 97.21 | 13.838 | |
| DNANetDescription=DLN Full, Supervision=Fully-supervised2025.12 | 81.56 | 85.12 | 96.15 | 10.417 | |
| GGL-NetDescription=DLN Full, Supervision=Fully-supervised2025.12 | 80.89 | 84.16 | 97.54 | 13.296 | |
| MLCL-NetDescription=DLN Full, Supervision=Fully-supervised2025.12 | 79.79 | 82.97 | 95.81 | 15.598 | |
| UIUNetDescription=Ours, Supervision=Semi-supervised (10% data)2025.12 | 74.01 | 77.2 | 96.68 | 22.548 | |
| DNANetDescription=Ours, Supervision=Semi-supervised (10% data)2025.12 | 73.34 | 76.98 | 95.95 | 27.531 | |
| MSDA-NetDescription=Ours, Supervision=Semi-supervised (10% data)2025.12 | 73.28 | 76.28 | 96.01 | 25.004 | |
| MLCL-NetDescription=Ours, Supervision=Semi-supervised (10% data)2025.12 | 71.24 | 75 | 95.95 | 32.839 | |
| ALCL-NetDescription=Ours, Supervision=Semi-supervised (10% data)2025.12 | 70.84 | 73.92 | 94.68 | 21.402 | |
| GGL-NetDescription=Ours, Supervision=Semi-supervised (10% data)2025.12 | 70.55 | 73.84 | 95.55 | 28.091 | |
| ALCL-NetDescription=DLN Full, Supervision=Fully-supervised2025.12 | 69.22 | 70.59 | 93.49 | 36.973 | |
| MSDA-NetDescription=DLN Course + PAL, Supervision=Point-supervised2025.12 | 68.01 | 70.74 | 96.21 | 30.654 | |
| ALCNetDescription=DLN Full, Supervision=Fully-supervised2025.12 | 64.35 | 66.22 | 93.02 | 30.97 | |
| DNANetDescription=DLN Course + PAL, Supervision=Point-supervised2025.12 | 64.31 | 70.33 | 95.02 | 12.366 | |
| MLCL-NetDescription=DLN Course + PAL, Supervision=Point-supervised2025.12 | 64.28 | 69.55 | 94.95 | 24.652 | |
| ALCL-NetDescription=DLN Course + PAL, Supervision=Point-supervised2025.12 | 63.61 | 67.97 | 95.15 | 21.438 | |
| GGL-NetDescription=DLN Course + PAL, Supervision=Point-supervised2025.12 | 63.57 | 69.58 | 94.49 | 16.844 | |
| ACMDescription=DLN Full, Supervision=Fully-supervised2025.12 | 62.52 | 62.36 | 93.09 | 32.27 | |
| ALCNetDescription=Ours, Supervision=Semi-supervised (10% data)2025.12 | 61.78 | 64.1 | 96.01 | 49.457 | |
| ACMDescription=Ours, Supervision=Semi-supervised (10% data)2025.12 | 56.9 | 54.37 | 92.89 | 28.641 | |
| ACMDescription=DLN Course + PAL, Supervision=Point-supervised2025.12 | 50.4 | 51.71 | 92.29 | 30.338 | |
| ALCNetDescription=DLN Course + PAL, Supervision=Point-supervised2025.12 | 43.91 | 48.44 | 87.51 | 18.243 | |
| UIUNetDescription=DLN Course + PAL, Supervision=Point-supervised2025.12 | 37.24 | 39.02 | 71.5 | 32.099 |