Infrared Small Target Detection on SIRST
76.86IoUDNA-Net
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DNA-NetDescription=CNN Full2023.04 | 76.86 | 96.96 | 22.5 | — | |
| ISNetDescription=CNN Full2023.04 | 72.04 | 94.68 | 42.46 | — | |
| UIU-NetDescription=CNN Full2023.04 | 69.9 | 95.82 | 51.2 | — | |
| ALCNetDescription=CNN Full2023.04 | 67.91 | 92.78 | 37.04 | — | |
| ACMDescription=CNN Full2023.04 | 64.92 | 90.87 | 12.76 | — | |
| DNA-NetDescription=CNN Centroid+, Supervision=Centroid Point, Framework=LESPS2023.04 | 61.95 | 92.02 | 18.17 | — | |
| MDvsFADescription=CNN Full2023.04 | 61.77 | 92.4 | 64.9 | — | |
| DNA-NetDescription=CNN Coarse+, Supervision=Coarse Point, Framework=LESPS2023.04 | 61.13 | 93.16 | 11.87 | — | |
| ALCNetDescription=CNN Coarse+, Supervision=Coarse Point, Framework=LESPS2023.04 | 51 | 90.87 | 42.4 | — | |
| ALCNetDescription=CNN Centroid+, Supervision=Centroid Point, Framework=LESPS2023.04 | 50.62 | 92.02 | 36.84 | — | |
| ACMDescription=CNN Centroid+, Supervision=Centroid Point, Framework=LESPS2023.04 | 49.23 | 89.35 | 40.95 | — | |
| ACMDescription=CNN Coarse+, Supervision=Coarse Point, Framework=LESPS2023.04 | 47.81 | 88.21 | 40.75 | — | |
| IPIDescription=Low Rank2023.04 | 25.67 | 85.55 | 11.47 | — | |
| PSTNNDescription=Low Rank2023.04 | 22.4 | 77.95 | 29.11 | — | |
| RLCMDescription=Local Contrast2023.04 | 21.02 | 80.61 | 199.15 | — | |
| MSPCMDescription=Local Contrast2023.04 | 12.38 | 83.27 | 17.77 | — | |
| TLLCMDescription=Local Contrast2023.04 | 11.03 | 79.47 | 7.27 | — | |
| Top-HatDescription=Filtering2023.04 | 7.14 | 79.84 | 1,012 | — | |
| ACM2026.07 | — | — | — | 99.0813 | |
| ALCNet2026.07 | — | — | — | 99.9975 | |
| DRPCANet2026.07 | — | — | — | 99.9986 | |
| ISNet2026.07 | — | — | — | 98.1616 | |
| LCPNet-62026.07 | — | — | — | 99.9998 | |
| NRAM2026.07 | — | — | — | 93.6405 | |
| PSTNN2026.07 | — | — | — | 89.2235 | |
| RPCANet2026.07 | — | — | — | 96.1126 | |
| RPCANet++2026.07 | — | — | — | 99.9972 | |
| UIUNet2026.07 | — | — | — | 99.5389 |