Infrared Small Target Detection on IRSTD-1k (800:201) (test)
72.44IoUUIU-Net
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| UIU-NetDescription=+ FDEP w/o CO-ISD2025.12 | 72.44 | 94.28 | 91.95 | 85.84 | 78.93 | |
| ALCL-NetDescription=+ FDEP w/o CO-ISD2025.12 | 72.24 | 92.93 | 91.37 | 85.74 | 78.34 | |
| MSDA-Net + FDEP w/o CO-ISDDescription=CNN-based2025.12 | 71.96 | 93.27 | 91.86 | 86.07 | 79.06 | |
| MSDA-NetDescription=+ FDEP w/o CO-ISD2025.12 | 71.96 | 93.27 | 91.86 | 86.07 | 79.06 | |
| MLCL-NetDescription=+ FDEP w/o CO-ISD2025.12 | 71.68 | 91.58 | 91.05 | 87.36 | 79.54 | |
| DNA-NetDescription=+ FDEP w/o CO-ISD2025.12 | 71.53 | 94.61 | 90.78 | 87.49 | 79.42 | |
| MSDA-Net + FDEP FrameworkDescription=CNN-based2025.12 | 71.52 | 93.6 | 91.74 | 86.51 | 79.37 | |
| MSDA-NetDescription=+ FDEP Framework2025.12 | 71.52 | 93.6 | 91.74 | 86.51 | 79.37 | |
| MSDA-NetDescription=CNN-based2025.12 | 71.47 | 92.26 | 91.21 | 85.89 | 78.34 | |
| MSDA-NetDescription=Original2025.12 | 71.47 | 92.26 | 91.21 | 85.89 | 78.34 | |
| DNA-NetDescription=+ FDEP Framework2025.12 | 71.05 | 93.27 | 90.8 | 84.1 | 76.37 | |
| SDSNetDescription=Transformer-based2025.12 | 70.92 | 88.89 | 90.77 | 84.62 | 76.82 | |
| ALCL-NetDescription=+ FDEP Framework2025.12 | 69.82 | 92.26 | 88.95 | 83.55 | 75.15 | |
| GGL-NetDescription=+ FDEP w/o CO-ISD2025.12 | 68.77 | 94.28 | 88.61 | 89.16 | 79 | |
| ALCNetDescription=+ FDEP w/o CO-ISD2025.12 | 68.73 | 95.29 | 89.52 | 88.45 | 79.18 | |
| UIU-NetDescription=+ FDEP Framework2025.12 | 68.46 | 91.58 | 90.14 | 87.67 | 79.03 | |
| ILNetDescription=CNN-based2025.12 | 68.25 | 93.6 | 86.78 | 85.9 | 74.54 | |
| DNA-NetDescription=CNN-based2025.12 | 68.07 | 94.28 | 86.27 | 86.83 | 74.91 | |
| DNA-NetDescription=Original2025.12 | 68.07 | 94.28 | 86.27 | 86.83 | 74.91 | |
| ALCNetDescription=+ FDEP Framework2025.12 | 68.02 | 91.25 | 89.76 | 88.15 | 79.12 | |
| ACMDescription=+ FDEP w/o CO-ISD2025.12 | 67.71 | 89.23 | 88.57 | 83.76 | 74.19 | |
| GGL-NetDescription=CNN-based2025.12 | 67.68 | 89.56 | 87.06 | 86.84 | 75.6 | |
| GGL-NetDescription=Original2025.12 | 67.68 | 89.56 | 87.06 | 86.84 | 75.6 | |
| UIU-NetDescription=CNN-based2025.12 | 67.64 | 93.27 | 86.27 | 88.73 | 76.55 | |
| UIU-NetDescription=Original2025.12 | 67.64 | 93.27 | 86.27 | 88.73 | 76.55 | |
| MTU-NetDescription=Transformer-based2025.12 | 67.42 | 87.88 | 83.89 | 76.66 | 64.31 | |
| GGL-NetDescription=+ FDEP Framework2025.12 | 67.42 | 92.93 | 86.06 | 90.24 | 77.66 | |
| ALCL-NetDescription=CNN-based2025.12 | 67.35 | 92.26 | 86.49 | 86.11 | 74.48 | |
| ALCL-NetDescription=Original2025.12 | 67.35 | 92.26 | 86.49 | 86.11 | 74.48 | |
| ALCNetDescription=CNN-based2025.12 | 67.15 | 90.91 | 88.82 | 86.97 | 77.24 | |
| ALCNetDescription=Original2025.12 | 67.15 | 90.91 | 88.82 | 86.97 | 77.24 | |
| SCTransNetDescription=Transformer-based2025.12 | 67.03 | 92.26 | 86.23 | 83.82 | 72.28 | |
| MLCL-NetDescription=+ FDEP Framework2025.12 | 66.41 | 90.91 | 85.82 | 85.07 | 73.01 | |
| MLCL-NetDescription=CNN-based2025.12 | 66.07 | 90.24 | 84.62 | 85.72 | 72.53 | |
| MLCL-NetDescription=Original2025.12 | 66.07 | 90.24 | 84.62 | 85.72 | 72.53 | |
| ACMDescription=+ FDEP Framework2025.12 | 65.96 | 89.9 | 87.44 | 84.34 | 73.75 | |
| RPCANetDescription=CNN-based2025.12 | 63.54 | 87.63 | 78.52 | 75.55 | 59.33 | |
| ACMDescription=CNN-based2025.12 | 63.26 | 90.24 | 83.86 | 86.7 | 72.71 | |
| ACMDescription=Original2025.12 | 63.26 | 90.24 | 83.86 | 86.7 | 72.71 | |
| MPCMDescription=Local Contrast2025.12 | 21.36 | 81.48 | 35.35 | 11.36 | 4.02 | |
| NIPPSDescription=Low Rank2025.12 | 14.93 | 67.34 | 27.18 | 46.72 | 12.7 | |
| FKRWDescription=Filtering2025.12 | 9.25 | 54.21 | 12.49 | 33.4 | 4.17 |