Infrared Small Target Detection on NUAA-SIRST (IoU, nIoU, Pd, Fa)
81.94IoUTAPM-Net
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TAPM-NetType=Mamba2026.01 | 81.94 | 81.24 | 100 | 1.98 | |
| FDI-NetType=CNN-ViT2026.01 | 81.86 | 81.08 | 99.14 | 4.51 | |
| MiM-ISTDType=Mamba2026.01 | 80.92 | 80.13 | 100 | 2.17 | |
| TCI-FormerType=CNN-ViT2026.01 | 80.79 | 79.85 | 99.23 | 4.19 | |
| ISNetType=CNN2026.01 | 80.02 | 78.12 | 98.84 | 4.92 | |
| FSGNetMethod Category=Deep Learning Methods2026.03 | 78.48 | 79.09 | 96.58 | 21.95 | |
| RKformerType=CNN-ViT2026.01 | 77.24 | 74.89 | 99.11 | 1.58 | |
| Dim2ClearType=CNN2026.01 | 77.2 | 75.2 | 99.1 | 6.72 | |
| UIUNetMethod Category=Deep Learning Methods2026.03 | 77.17 | 78.86 | 95.44 | 14.34 | |
| DNANetMethod Category=Deep Learning Methods2026.03 | 76.34 | 79.19 | 95.82 | 15.23 | |
| DCFR-NetType=CNN2026.01 | 76.23 | 74.69 | 99.08 | 6.52 | |
| SegFormerType=ViT2026.01 | 76.01 | 66.43 | 96.35 | 35.83 | |
| AGPCNetMethod Category=Deep Learning Methods2026.03 | 75.69 | 76.6 | 96.48 | 14.99 | |
| IAANetType=CNN-ViT2026.01 | 75.31 | 74.65 | 98.22 | 35.65 | |
| DNANetType=CNN2026.01 | 75.27 | 73.68 | 98.17 | 13.62 | |
| AlcNetType=CNN2026.01 | 74.31 | 73.12 | 97.34 | 20.21 | |
| FC3-NetType=CNN2026.01 | 74.22 | 72.64 | 99.12 | 6.57 | |
| MSHNetMethod Category=Deep Learning Methods2026.03 | 73.88 | 72.56 | 95.82 | 19.25 | |
| L2SKNetMethod Category=Deep Learning Methods2026.03 | 72.9 | 73.89 | 93.92 | 40.34 | |
| ACMType=CNN2026.01 | 72.33 | 71.43 | 96.33 | 9.33 | |
| RDIANMethod Category=Deep Learning Methods2026.03 | 70.66 | 74.04 | 93.92 | 43.08 | |
| AGPCNetType=CNN2026.01 | 70.6 | 70.16 | 97.25 | 37.44 | |
| ACMMethod Category=Deep Learning Methods2026.03 | 65.28 | 65.67 | 90.49 | 47.13 | |
| MDvsFAType=CNN2026.01 | 60.3 | 58.26 | 89.35 | 56.35 | |
| RPCANetMethod Category=Deep Learning Methods2026.03 | 53.93 | 61.01 | 95.44 | 149.2 | |
| NOLCMethod Category=Low-rank and Sparse Decomposition Methods2026.03 | 26.64 | 35.68 | 81.62 | 17.44 | |
| IPIMethod Category=Low-rank and Sparse Decomposition Methods2026.03 | 25.67 | 33.57 | 85.55 | 11.47 | |
| PSTNNType=Trad2026.01 | 22.4 | 22.35 | 77.95 | 29.11 | |
| PSTNNMethod Category=Low-rank and Sparse Decomposition Methods2026.03 | 22.4 | 29.59 | 77.95 | 29.11 | |
| FKRWMethod Category=Background Suppression Methods2026.03 | 22.06 | 28.08 | 81.77 | 16.32 | |
| TLLCMMethod Category=Background Suppression Methods2026.03 | 18.66 | 27.71 | 82.24 | 16.95 | |
| NWMTHMethod Category=Background Suppression Methods2026.03 | 15.77 | 17.28 | 71.12 | 55.61 | |
| GSWLCMMethod Category=Background Suppression Methods2026.03 | 15.42 | 13.24 | 72.68 | 21.73 | |
| NRAMType=Trad2026.01 | 12.16 | 10.22 | 74.52 | 13.85 | |
| RIPTMethod Category=Low-rank and Sparse Decomposition Methods2026.03 | 11.05 | 19.91 | 79.08 | 22.61 | |
| MSLSTIPTType=Trad2026.01 | 10.3 | 9.58 | 82.13 | 11.31 | |
| TLLCMType=Trad2026.01 | 1.03 | 0.91 | 79.09 | 58.99 |