Infrared Small Target Detection on NUDT-SIRST 663:664 (test)
96.5IoUMSDA-Net + FDEP Framework
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MSDA-Net + FDEP FrameworkDescription=CNN-based2025.12 | 96.5 | 99.37 | 99.5 | 97.91 | 97.43 | |
| MSDA-NetDescription=+ FDEP Framework2025.12 | 96.5 | 99.37 | 99.5 | 97.91 | 97.43 | |
| MSDA-NetDescription=CNN-based2025.12 | 96.03 | 99.15 | 99.54 | 97.1 | 96.66 | |
| MSDA-NetDescription=Original2025.12 | 96.03 | 99.15 | 99.54 | 97.1 | 96.66 | |
| MSDA-Net + FDEP w/o CO-ISDDescription=CNN-based2025.12 | 96.01 | 99.05 | 99.43 | 98.08 | 97.53 | |
| MSDA-NetDescription=+ FDEP w/o CO-ISD2025.12 | 96.01 | 99.05 | 99.43 | 98.08 | 97.53 | |
| MLCL-NetDescription=+ FDEP w/o CO-ISD2025.12 | 95.82 | 99.47 | 99.48 | 98.21 | 97.7 | |
| UIU-NetDescription=+ FDEP Framework2025.12 | 95.55 | 99.37 | 99.47 | 97.9 | 97.38 | |
| UIU-NetDescription=+ FDEP w/o CO-ISD2025.12 | 95.52 | 99.05 | 99.4 | 97.89 | 97.3 | |
| GGL-NetDescription=+ FDEP w/o CO-ISD2025.12 | 95.49 | 99.26 | 99.4 | 98 | 97.41 | |
| DNA-NetDescription=+ FDEP Framework2025.12 | 95.45 | 99.37 | 99.45 | 98 | 97.47 | |
| GGL-NetDescription=+ FDEP Framework2025.12 | 95.23 | 99.05 | 99.36 | 97.46 | 96.84 | |
| DNA-NetDescription=+ FDEP w/o CO-ISD2025.12 | 95.2 | 99.26 | 99.47 | 98.21 | 97.69 | |
| DNA-NetDescription=CNN-based2025.12 | 95.17 | 99.26 | 99.45 | 96.88 | 96.34 | |
| DNA-NetDescription=Original2025.12 | 95.17 | 99.26 | 99.45 | 96.88 | 96.34 | |
| MLCL-NetDescription=+ FDEP Framework2025.12 | 94.93 | 99.05 | 99.37 | 97.3 | 96.69 | |
| UIU-NetDescription=CNN-based2025.12 | 94.88 | 99.05 | 99.44 | 97.59 | 97.05 | |
| UIU-NetDescription=Original2025.12 | 94.88 | 99.05 | 99.44 | 97.59 | 97.05 | |
| GGL-NetDescription=CNN-based2025.12 | 94.68 | 98.94 | 99.25 | 97.26 | 96.53 | |
| GGL-NetDescription=Original2025.12 | 94.68 | 98.94 | 99.25 | 97.26 | 96.53 | |
| MLCL-NetDescription=CNN-based2025.12 | 94.47 | 98.73 | 99.35 | 96.73 | 96.11 | |
| MLCL-NetDescription=Original2025.12 | 94.47 | 98.73 | 99.35 | 96.73 | 96.11 | |
| ALCL-NetDescription=+ FDEP Framework2025.12 | 94.44 | 98.94 | 99.31 | 96.54 | 95.88 | |
| ALCL-NetDescription=+ FDEP w/o CO-ISD2025.12 | 94.39 | 98.1 | 99.01 | 96.41 | 95.46 | |
| ALCL-NetDescription=CNN-based2025.12 | 94.25 | 99.15 | 99.38 | 94.25 | 93.66 | |
| ALCL-NetDescription=Original2025.12 | 94.25 | 99.15 | 99.38 | 94.25 | 93.66 | |
| SCTransNetDescription=Transformer-based2025.12 | 93.74 | 98.84 | 98.71 | 96.66 | 95.41 | |
| SDSNetDescription=Transformer-based2025.12 | 92.97 | 99.26 | 99.07 | 96.18 | 95.29 | |
| ILNetDescription=CNN-based2025.12 | 91.74 | 98.62 | 98.79 | 94.76 | 93.61 | |
| RPCANetDescription=CNN-based2025.12 | 87.54 | 95.56 | 94.11 | 90.07 | 84.77 | |
| MTU-NetDescription=Transformer-based2025.12 | 84.65 | 97.66 | 95.02 | 93.86 | 89.18 | |
| ALCNetDescription=+ FDEP w/o CO-ISD2025.12 | 77.01 | 98.2 | 93.95 | 89.42 | 84.01 | |
| ALCNetDescription=+ FDEP Framework2025.12 | 74.15 | 97.14 | 92.04 | 88.97 | 81.89 | |
| ALCNetDescription=CNN-based2025.12 | 72.73 | 96.19 | 91.2 | 88.86 | 81.04 | |
| ALCNetDescription=Original2025.12 | 72.73 | 96.19 | 91.2 | 88.86 | 81.04 | |
| ACMDescription=+ FDEP w/o CO-ISD2025.12 | 72.16 | 98.41 | 90.85 | 85.78 | 77.93 | |
| ACMDescription=+ FDEP Framework2025.12 | 69.82 | 97.67 | 89.56 | 85.24 | 76.34 | |
| ACMDescription=CNN-based2025.12 | 67.31 | 97.88 | 86.31 | 85.22 | 73.55 | |
| ACMDescription=Original2025.12 | 67.31 | 97.88 | 86.31 | 85.22 | 73.55 | |
| NIPPSDescription=Low Rank2025.12 | 18.66 | 68.89 | 54.29 | 42.13 | 22.87 | |
| FKRWDescription=Filtering2025.12 | 14.7 | 58.1 | 21.74 | 37.7 | 8.2 | |
| MPCMDescription=Local Contrast2025.12 | 12.55 | 64.34 | 22.42 | 10.57 | 2.37 |