Infrared Small Target Detection on SIRST Aug
75.69IoUFSGNet
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FSGNetMethod Category=Deep Learning Methods2026.03 | 75.69 | 98.76 | 14.36 | 71.7 | — | |
| MDAFNetPublication=-2026.01 | 75.6 | 99.45 | 15.15 | — | — | |
| DCCS-DetType=CNN-Mamba, Publication=-2026.01 | 75.57 | 98.9 | 0.0033 | — | — | |
| DNANetMethod Category=Deep Learning Methods2026.03 | 74.88 | 97.8 | 30.07 | 70.23 | — | |
| AGPCNetMethod Category=Deep Learning Methods2026.03 | 74.71 | 97.67 | 34.84 | 71.49 | — | |
| Na-IRSTD2026.05 | 74.39 | 99.72 | 20.83 | — | — | |
| DNANetPublish=TIP’222026.05 | 74.31 | 97.8 | 30.07 | — | — | |
| UIUNetPublish=TIP’232026.05 | 74.24 | 98.35 | 23.13 | — | — | |
| RDIANMethod Category=Deep Learning Methods2026.03 | 74.19 | 99.17 | 23.97 | 69.8 | — | |
| PConvPublication=AAAI’252026.01 | 74.04 | 93.95 | 288.71 | — | — | |
| PConvType=CNN, Publication=AAAI, 20252026.01 | 74.04 | 93.95 | 0.0289 | — | — | |
| SAISTPublish=CVPR’252026.05 | 74.02 | 98.44 | 35.14 | — | — | |
| ACMMethod Category=Deep Learning Methods2026.03 | 73.84 | 97.52 | 76.35 | 69.83 | — | |
| ACMPublish=WACV’212026.05 | 73.84 | 97.52 | 76.35 | — | — | |
| UIUNetMethod Category=Deep Learning Methods2026.03 | 73.82 | 98.49 | 19.35 | 70.36 | — | |
| SCTransNetPublication=TGRS’242026.01 | 73.79 | 98.21 | 46.67 | — | — | |
| SCTransNetType=CNN-Transformer, Publication=TGRS, 20242026.01 | 73.79 | 98.21 | 0.0047 | — | — | |
| L2SKNetMethod Category=Deep Learning Methods2026.03 | 73.49 | 98.35 | 43.03 | 69.78 | — | |
| L2SKNetPublication=TGRS’252026.01 | 73.26 | 97.94 | 50.34 | — | — | |
| L2SKNetType=CNN, Publication=TGRS, 20252026.01 | 73.26 | 97.94 | 0.005 | — | — | |
| MSHNetMethod Category=Deep Learning Methods2026.03 | 73.06 | 94.22 | 263.1 | 68.87 | — | |
| AGPCNetPublish=TAES’232026.05 | 72.88 | 97.45 | 38.33 | — | — | |
| ABCPublication=ICME’232026.01 | 72.86 | 98.76 | 56.64 | — | — | |
| ABCType=CNN-Transformer, Publication=ICME, 20232026.01 | 72.86 | 98.76 | 0.0057 | — | — | |
| AGPC-NetPublication=TAES,’232026.01 | 72.73 | 95.46 | 128.73 | — | — | |
| AGPC-NetType=CNN, Publication=TAES, 20232026.01 | 72.73 | 95.46 | 0.0129 | — | — | |
| MSHNetPublication=CVPR’242026.01 | 72.64 | 96.56 | 91.55 | — | — | |
| MSHNetType=CNN, Publication=CVPR, 20242026.01 | 72.64 | 96.56 | 0.0092 | — | — | |
| IRMambaPublish=AAAI’252026.05 | 72.63 | 97.55 | 29.64 | — | — | |
| RPCANetMethod Category=Deep Learning Methods2026.03 | 72.6 | 97.66 | 351.5 | 69.55 | — | |
| RPCANetPublish=WACV’242026.05 | 72.54 | 98.21 | 34.14 | — | — | |
| ISNetPublish=CVPR’222026.05 | 72.5 | 98.41 | 28.61 | — | — | |
| DNA-NetPublication=TIP’222026.01 | 72.27 | 98.35 | 51.85 | — | — | |
| DNA-NetType=CNN, Publication=TIP, 20222026.01 | 72.27 | 98.35 | 0.0052 | — | — | |
| HCF-NetPublication=ICME’242026.01 | 71.69 | 97.39 | 37.77 | — | — | |
| HCF-NetType=CNN, Publication=ICME, 20242026.01 | 71.69 | 97.39 | 0.0038 | — | — | |
| MTU-NetPublication=TGRS’232026.01 | 71.59 | 96.42 | 37.57 | — | — | |
| MTU-NetType=CNN-Transformer, Publication=TGRS, 20232026.01 | 71.59 | 96.42 | 0.0038 | — | — | |
| RDIANPublication=TGRS’232026.01 | 71.45 | 98.07 | 116.58 | — | — | |
| RDIANType=CNN, Publication=TGRS, 20232026.01 | 71.45 | 98.07 | 0.0117 | — | — | |
| UIU-NetPublication=TIP’222026.01 | 70.64 | 96.56 | 63.47 | — | — | |
| UIU-NetType=CNN, Publication=TIP, 20222026.01 | 70.64 | 96.56 | 0.0063 | — | — | |
| IPIMethod Category=Low-rank and Sparse Decomposition Methods2026.03 | 25.16 | 76.26 | 43.41 | 34.64 | — | |
| RIPTMethod Category=Low-rank and Sparse Decomposition Methods2026.03 | 24.13 | 78.54 | 56.24 | 33.98 | — | |
| MPCMType=Local Contrast, Publication=PR, 20162026.01 | 23.46 | 94.22 | 0.0248 | — | — | |
| GSWLCMMethod Category=Background Suppression Methods2026.03 | 21.62 | 69.41 | 42.71 | 19.85 | — | |
| PSTNNMethod Category=Low-rank and Sparse Decomposition Methods2026.03 | 19.14 | 73.14 | 61.58 | 27.16 | — | |
| PSTNNPublish=RS’192026.05 | 19.14 | 73.14 | 61.58 | — | — | |
| IPIType=Low Rank, Publication=TIP, 20132026.01 | 19.05 | 75.79 | 0.0101 | — | — | |
| NWMTHMethod Category=Background Suppression Methods2026.03 | 18.71 | 62.71 | 32.46 | 16.74 | — | |
| TLLCMMethod Category=Background Suppression Methods2026.03 | 13.96 | 77.47 | 69.71 | 16.8 | — | |
| NOLCMethod Category=Low-rank and Sparse Decomposition Methods2026.03 | 12.67 | 74.66 | 67.31 | 20.87 | — | |
| TophatType=Filtering, Publication=SPIE, 19932026.01 | 12.45 | 81.16 | 0.016 | — | — | |
| FKRWMethod Category=Background Suppression Methods2026.03 | 10.05 | 72.42 | 66.87 | 16.56 | — | |
| NRAMPublish=RS’182026.05 | 8.97 | 71.47 | 68.98 | — | — | |
| ACM2026.07 | — | — | — | — | 98.34 | |
| ALCNet2026.07 | — | — | — | — | 99.09 | |
| DRPCANet2026.07 | — | — | — | — | 99.36 | |
| ISNet2026.07 | — | — | — | — | 84.36 | |
| LCPNet-62026.07 | — | — | — | — | 98.03 | |
| NRAM2026.07 | — | — | — | — | 77.94 | |
| PSTNN2026.07 | — | — | — | — | 50.69 | |
| RPCANet2026.07 | — | — | — | — | 99.09 | |
| RPCANet++2026.07 | — | — | — | — | 99.37 | |
| UIUNet2026.07 | — | — | — | — | 98.33 |