Infrared Small Target Detection on IRSTD-1K (test)
69.64IoUDCCS-Det
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| DCCS-DetType=CNN-Mamba, Publication=-, Params (M)=7.09, FLOPs (G)=7.97, Time (ms)=21.09, FPS (f/s)=47.422026.01 | 69.64 | — | — | — | — | — | — | — | — | |
| DNANetDescription=Ours2025.12 | 68.03 | 87.88 | 17.157 | 61.48 | — | — | — | — | — | |
| PConvType=CNN, Publication=AAAI, 2025, Params (M)=4.04, FLOPs (G)=6.05, Time (ms)=16.73, FPS (f/s)=59.772026.01 | 67.58 | — | — | — | — | — | — | — | — | |
| DNA-NetType=CNN, Publication=TIP, 2022, Params (M)=4.7, FLOPs (G)=14.26, Time (ms)=44.07, FPS (f/s)=22.692026.01 | 67.54 | — | — | — | — | — | — | — | — | |
| MSHNetType=CNN, Publication=CVPR, 2024, Params (M)=4.07, FLOPs (G)=6.11, Time (ms)=17.09, FPS (f/s)=58.522026.01 | 67.16 | — | — | — | — | — | — | — | — | |
| SCTransNetType=CNN-Transformer, Publication=TGRS, 2024, Params (M)=11.19, FLOPs (G)=10.12, Time (ms)=47.67, FPS (f/s)=20.982026.01 | 66.07 | — | — | — | — | — | — | — | — | |
| AGPC-NetType=CNN, Publication=TAES, 2023, Params (M)=12.36, FLOPs (G)=86.36, Time (ms)=67.28, FPS (f/s)=14.862026.01 | 65.93 | — | — | — | — | — | — | — | — | |
| L2SKNetType=CNN, Publication=TGRS, 2025, Params (M)=0.9, FLOPs (G)=6.91, Time (ms)=12.85, FPS (f/s)=77.822026.01 | 65.67 | — | — | — | — | — | — | — | — | |
| UIU-NetType=CNN, Publication=TIP, 2022, Params (M)=50.54, FLOPs (G)=54.43, Time (ms)=41.95, FPS (f/s)=23.842026.01 | 65.59 | — | — | — | — | — | — | — | — | |
| MTU-NetType=CNN-Transformer, Publication=TGRS, 2023, Params (M)=28.61, FLOPs (G)=23.52, Time (ms)=36.54, FPS (f/s)=27.372026.01 | 65.44 | — | — | — | — | — | — | — | — | |
| ACMDescription=Ours2025.12 | 65.26 | 92.26 | 36.705 | 59.23 | — | — | — | — | — | |
| ABCType=CNN-Transformer, Publication=ICME, 2023, Params (M)=73.51, FLOPs (G)=83.13, Time (ms)=41.63, FPS (f/s)=24.022026.01 | 65.13 | — | — | — | — | — | — | — | — | |
| HCF-NetType=CNN, Publication=ICME, 2024, Params (M)=14.4, FLOPs (G)=23.28, Time (ms)=45.49, FPS (f/s)=21.982026.01 | 63.72 | — | — | — | — | — | — | — | — | |
| RDIANType=CNN, Publication=TGRS, 2023, Params (M)=0.22, FLOPs (G)=3.74, Time (ms)=14.94, FPS (f/s)=66.932026.01 | 63.4 | — | — | — | — | — | — | — | — | |
| DNA-NetDescription=CNN Full2023.04 | 62.73 | 93.27 | 0 | — | — | — | — | — | — | |
| ALCNetDescription=CNN Full2023.04 | 62.03 | 90.91 | 0 | — | — | — | — | — | — | |
| UIU-NetDescription=CNN Full2023.04 | 61.11 | 92.93 | 0 | — | — | — | — | — | — | |
| ISNetDescription=CNN Full2023.04 | 60.61 | 94.28 | 0.0001 | — | — | — | — | — | — | |
| ACMDescription=CNN Full2023.04 | 57.49 | 91.58 | 0 | — | — | — | — | — | — | |
| DNA-NetDescription=CNN Centroid+, supervision=centroid point supervision, equipped_with_LESPS=true2023.04 | 52.09 | 88.88 | 0 | — | — | — | — | — | — | |
| DNA-NetDescription=CNN Coarse+, supervision=coarse point supervision, equipped_with_LESPS=true2023.04 | 49.05 | 87.54 | 0 | — | — | — | — | — | — | |
| ALCNetDescription=CNN Coarse+, supervision=coarse point supervision, equipped_with_LESPS=true2023.04 | 46.75 | 92.26 | 0.0001 | — | — | — | — | — | — | |
| ALCNetDescription=CNN Centroid+, supervision=centroid point supervision, equipped_with_LESPS=true2023.04 | 44.9 | 90.57 | 0.0001 | — | — | — | — | — | — | |
| ACMDescription=CNN Centroid+, supervision=centroid point supervision, equipped_with_LESPS=true2023.04 | 41.44 | 88.89 | 0.0001 | — | — | — | — | — | — | |
| ACMDescription=CNN Coarse+, supervision=coarse point supervision, equipped_with_LESPS=true2023.04 | 40.37 | 92.59 | 0.0001 | — | — | — | — | — | — | |
| MDvsFADescription=CNN Full2023.04 | 35.4 | 85.86 | 0.0001 | — | — | — | — | — | — | |
| IPIDescription=Low Rank2023.04 | 27.92 | 81.37 | 0 | — | — | — | — | — | — | |
| PSTNNDescription=Low Rank2023.04 | 24.57 | 71.99 | 0 | — | — | — | — | — | — | |
| NRAMDescription=Low Rank2023.04 | 15.25 | 70.68 | 0 | — | — | — | — | — | — | |
| RLCMDescription=Local Contrast2023.04 | 14.62 | 65.66 | 0 | — | — | — | — | — | — | |
| RIPTDescription=Low Rank2023.04 | 14.11 | 77.55 | 0 | — | — | — | — | — | — | |
| MSLSTIPTDescription=Low Rank2023.04 | 11.43 | 79.03 | 0.0015 | — | — | — | — | — | — | |
| Top-HatDescription=Filtering2023.04 | 10.06 | 75.11 | 0.0014 | — | — | — | — | — | — | |
| MSPCMDescription=Local Contrast2023.04 | 7.33 | 60.27 | 0 | — | — | — | — | — | — | |
| Max-MedianDescription=Filtering2023.04 | 7 | 65.21 | 0.0001 | — | — | — | — | — | — | |
| TLLCMDescription=Local Contrast2023.04 | 5.36 | 63.97 | 0 | — | — | — | — | — | — | |
| MSLCMDescription=Local Contrast2023.04 | 5.35 | 59.93 | 0 | — | — | — | — | — | — | |
| WSLCMDescription=Local Contrast2023.04 | 0.99 | 70.03 | 0.015 | — | — | — | — | — | — | |
| ACM2026.03 | — | — | — | — | 0.52 | 8.385 | 42.74 | — | — | |
| ACM2026.06 | — | — | — | — | — | — | — | 38.75 | 52.47 | |
| AGPCNet2026.06 | — | — | — | — | — | — | — | 51.27 | 63.86 | |
| ALCNet2026.06 | — | — | — | — | — | — | — | 42 | 57.65 | |
| CCDNet2026.03 | — | — | — | — | 65.88 | 121.54 | 39.76 | — | — | |
| DAGNet2026.03 | — | — | — | — | 64.2 | 123.98 | 38.49 | — | — | |
| DNANet2026.06 | — | — | — | — | — | — | — | 52.11 | 65.09 | |
| DRPCANet2026.06 | — | — | — | — | — | — | — | 50.3 | 64.64 | |
| IRPruneDet2026.03 | — | — | — | — | 0.18 | 0.938 | 51.98 | — | — | |
| ISNet2026.03 | — | — | — | — | 1.094 | 122.55 | 37.62 | — | — | |
| LSDSSMs2026.06 | — | — | — | — | — | — | — | 48.27 | 62.88 | |
| MSHNet2026.03 | — | — | — | — | 4.07 | 33.51 | 69.54 | — | — | |
| MSHNet2026.06 | — | — | — | — | — | — | — | 56.83 | 68.72 | |
| RPCANet2026.06 | — | — | — | — | — | — | — | 40.4 | 58.38 | |
| RPCASSM2026.06 | — | — | — | — | — | — | — | 53.71 | 69.16 | |
| SCTransNet2026.06 | — | — | — | — | — | — | — | 49.02 | 62.9 | |
| UIUNet2026.06 | — | — | — | — | — | — | — | 49.5 | 65.41 |