Infrared Small Target Detection on NUDT-SIRST (test)
87.42mIoUDNA-Net
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DNA-NetDescription=CNN Full2023.04 | 87.42 | 98.31 | 0 | — | — | |
| UIU-NetDescription=CNN Full2023.04 | 75.91 | 96.83 | 0 | — | — | |
| GGL-NetDescription=Ours2025.12 | 71.29 | 96.51 | — | 73.68 | 27.369 | |
| ISNetDescription=CNN Full2023.04 | 71.27 | 96.93 | 0.0001 | — | — | |
| ALCL-NetDescription=Ours2025.12 | 71.08 | 95.77 | — | 73.57 | 26.427 | |
| ALCNetDescription=CNN Full2023.04 | 61.78 | 91.32 | 0 | — | — | |
| ACMDescription=Ours2025.12 | 60.23 | 93.65 | — | 61.42 | 21.578 | |
| DNA-NetDescription=CNN Coarse+, supervision=coarse point supervision, equipped_with_LESPS=true2023.04 | 58.37 | 93.76 | 0 | — | — | |
| DNA-NetDescription=CNN Centroid+, supervision=centroid point supervision, equipped_with_LESPS=true2023.04 | 57.99 | 94.71 | 0 | — | — | |
| ACMDescription=CNN Full2023.04 | 57.42 | 91.75 | 0 | — | — | |
| MDvsFADescription=CNN Full2023.04 | 45.38 | 86.03 | 0.0002 | — | — | |
| ALCNetDescription=CNN Coarse+, supervision=coarse point supervision, equipped_with_LESPS=true2023.04 | 44.14 | 92.8 | 0 | — | — | |
| ACMDescription=CNN Centroid+, supervision=centroid point supervision, equipped_with_LESPS=true2023.04 | 42.09 | 91.11 | 0 | — | — | |
| ALCNetDescription=CNN Centroid+, supervision=centroid point supervision, equipped_with_LESPS=true2023.04 | 41.58 | 92.28 | 0.0001 | — | — | |
| ACMDescription=CNN Coarse+, supervision=coarse point supervision, equipped_with_LESPS=true2023.04 | 40.64 | 81.11 | 0 | — | — | |
| RIPTDescription=Low Rank2023.04 | 29.44 | 91.85 | 0.0003 | — | — | |
| Top-HatDescription=Filtering2023.04 | 20.72 | 78.41 | 0.0002 | — | — | |
| IPIDescription=Low Rank2023.04 | 17.76 | 74.49 | 0 | — | — | |
| RLCMDescription=Local Contrast2023.04 | 15.14 | 66.35 | 0.0002 | — | — | |
| PSTNNDescription=Low Rank2023.04 | 14.85 | 66.13 | 0 | — | — | |
| MSLSTIPTDescription=Low Rank2023.04 | 8.34 | 47.4 | 0.0009 | — | — | |
| TLLCMDescription=Local Contrast2023.04 | 7.06 | 62.01 | 0 | — | — | |
| NRAMDescription=Low Rank2023.04 | 6.93 | 56.4 | 0 | — | — | |
| MSLCMDescription=Local Contrast2023.04 | 6.65 | 56.83 | 0 | — | — | |
| MSPCMDescription=Local Contrast2023.04 | 5.86 | 55.87 | 0.0001 | — | — | |
| Max-MedianDescription=Filtering2023.04 | 4.2 | 58.41 | 0 | — | — | |
| WSLCMDescription=Local Contrast2023.04 | 0.85 | 74.6 | 0.0524 | — | — |