Infrared Small Target Detection on NUAA-SIRST (213:214) (test)
80.36IoUDNA-Net
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DNA-NetDescription=+ FDEP w/o CO-ISD2025.12 | 80.36 | 97.72 | 95.7 | 93.07 | 89.07 | |
| MLCL-NetDescription=+ FDEP w/o CO-ISD2025.12 | 80.35 | 97.72 | 95.88 | 93.52 | 89.66 | |
| GGL-NetDescription=+ FDEP Framework2025.12 | 80.12 | 98.1 | 94.84 | 94.04 | 89.19 | |
| UIU-NetDescription=+ FDEP Framework2025.12 | 79.65 | 97.34 | 94.97 | 90.51 | 85.96 | |
| GGL-NetDescription=+ FDEP w/o CO-ISD2025.12 | 79.59 | 98.48 | 95.7 | 94.48 | 90.41 | |
| MSDA-Net + FDEP w/o CO-ISDDescription=CNN-based2025.12 | 79.48 | 98.1 | 95.29 | 92.35 | 88 | |
| MSDA-NetDescription=+ FDEP w/o CO-ISD2025.12 | 79.48 | 98.1 | 95.29 | 92.35 | 88 | |
| GGL-NetDescription=CNN-based2025.12 | 79.46 | 97.34 | 94.64 | 93.44 | 88.43 | |
| GGL-NetDescription=Original2025.12 | 79.46 | 97.34 | 94.64 | 93.44 | 88.43 | |
| UIU-NetDescription=+ FDEP w/o CO-ISD2025.12 | 79.34 | 98.1 | 95.87 | 90.11 | 86.39 | |
| DNA-NetDescription=+ FDEP Framework2025.12 | 79.26 | 96.58 | 95.09 | 92.14 | 87.62 | |
| ALCL-NetDescription=+ FDEP w/o CO-ISD2025.12 | 79.07 | 97.34 | 95.11 | 92.14 | 87.63 | |
| UIU-NetDescription=CNN-based2025.12 | 78.23 | 96.58 | 94.37 | 91.03 | 85.91 | |
| UIU-NetDescription=Original2025.12 | 78.23 | 96.58 | 94.37 | 91.03 | 85.91 | |
| ALCL-NetDescription=+ FDEP Framework2025.12 | 77.69 | 95.82 | 93.1 | 91.86 | 85.53 | |
| MLCL-NetDescription=+ FDEP Framework2025.12 | 77.59 | 95.82 | 92.98 | 91.84 | 85.4 | |
| ILNetDescription=CNN-based2025.12 | 77.32 | 95.44 | 94.86 | 87.66 | 83.15 | |
| ALCL-NetDescription=CNN-based2025.12 | 76.52 | 95.82 | 93.44 | 90.02 | 84.11 | |
| ALCL-NetDescription=Original2025.12 | 76.52 | 95.82 | 93.44 | 90.02 | 84.11 | |
| MLCL-NetDescription=CNN-based2025.12 | 76.37 | 96.96 | 93.8 | 88.79 | 83.28 | |
| MLCL-NetDescription=Original2025.12 | 76.37 | 96.96 | 93.8 | 88.79 | 83.28 | |
| DNA-NetDescription=CNN-based2025.12 | 76.29 | 96.58 | 93.56 | 91.19 | 85.31 | |
| DNA-NetDescription=Original2025.12 | 76.29 | 96.58 | 93.56 | 91.19 | 85.31 | |
| MTU-NetDescription=Transformer-based2025.12 | 76.14 | 95.06 | 89.59 | 86.07 | 77.11 | |
| MSDA-Net + FDEP FrameworkDescription=CNN-based2025.12 | 75.98 | 95.06 | 92.84 | 90.44 | 83.96 | |
| MSDA-NetDescription=+ FDEP Framework2025.12 | 75.98 | 95.06 | 92.84 | 90.44 | 83.96 | |
| MSDA-NetDescription=CNN-based2025.12 | 75.94 | 96.96 | 93.25 | 89.64 | 83.58 | |
| MSDA-NetDescription=Original2025.12 | 75.94 | 96.96 | 93.25 | 89.64 | 83.58 | |
| ALCNetDescription=+ FDEP w/o CO-ISD2025.12 | 74.15 | 95.82 | 93.15 | 91.66 | 85.38 | |
| SDSNetDescription=Transformer-based2025.12 | 73.86 | 95.06 | 90.96 | 88.42 | 80.44 | |
| SCTransNetDescription=Transformer-based2025.12 | 73.66 | 96.2 | 92.12 | 88.73 | 81.74 | |
| ALCNetDescription=+ FDEP Framework2025.12 | 71.68 | 93.54 | 91.51 | 88.57 | 81.04 | |
| ACMDescription=+ FDEP w/o CO-ISD2025.12 | 70.94 | 94.68 | 90.95 | 90.16 | 82.01 | |
| ALCNetDescription=CNN-based2025.12 | 70.64 | 92.02 | 90.56 | 87.09 | 78.87 | |
| ALCNetDescription=Original2025.12 | 70.64 | 92.02 | 90.56 | 87.09 | 78.87 | |
| ACMDescription=+ FDEP Framework2025.12 | 70.34 | 94.68 | 89.6 | 89.39 | 80.09 | |
| ACMDescription=CNN-based2025.12 | 67.07 | 91.63 | 87.25 | 89.23 | 77.86 | |
| ACMDescription=Original2025.12 | 67.07 | 91.63 | 87.25 | 89.23 | 77.86 | |
| RPCANetDescription=CNN-based2025.12 | 57.49 | 88.97 | 73.5 | 68.99 | 50.71 | |
| MPCMDescription=Local Contrast2025.12 | 42.92 | 88.59 | 61.2 | 62.18 | 38.05 | |
| NIPPSDescription=Low Rank2025.12 | 26.82 | 80.23 | 61.4 | 54.71 | 33.59 | |
| FKRWDescription=Filtering2025.12 | 22.84 | 77.19 | 35.72 | 62.73 | 22.41 |