Infrared Small Target Detection on SIRST3 (test)
84.71IoUMSDA-Net + FDEP w/o CO-ISD
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MSDA-Net + FDEP w/o CO-ISDDescription=CNN-based, Param (M)=5.24, Time (s)=0.1002025.12 | 84.71 | 86.57 | 98.14 | 11.95 | 97.25 | 94.32 | 91.73 | |
| MSDA-Net + FDEP FrameworkDescription=CNN-based, Param (M)=5.24, Time (s)=0.0352025.12 | 84.05 | 86.33 | 97.54 | 14.24 | 96.92 | 94.21 | 91.31 | |
| ILNetDescription=CNN-based, Param (M)=4.04, Time (s)=0.0202025.12 | 82.89 | 81.02 | 96.41 | 6.2 | 95.96 | 90.23 | 86.59 | |
| MSDA-NetDescription=CNN-based, Param (M)=4.79, Time (s)=0.0352025.12 | 82.86 | 85.46 | 97.01 | 12.53 | 96.43 | 93.04 | 89.72 | |
| DNA-NetDescription=CNN-based, Param (M)=4.70, Time (s)=0.0952025.12 | 82.59 | 86.08 | 96.68 | 9.29 | 95.38 | 93.41 | 89.1 | |
| SCTransNetDescription=Transformer-based, Param (M)=11.32, Time (s)=0.0482025.12 | 82.58 | 86.24 | 96.61 | 9.96 | 94.93 | 92.94 | 88.23 | |
| DNANet (Full)Backbone=DNANet, Supervision=Full2026.05 | 82.3 | 85.38 | 96.08 | 7.67 | — | — | — | |
| UIU-NetDescription=CNN-based, Param (M)=50.54, Time (s)=0.0552025.12 | 81.99 | 83.73 | 96.54 | 12.15 | 96 | 91.69 | 88.02 | |
| SCTransNet (Full)Backbone=SCTransNet, Supervision=Full2026.05 | 81.96 | 84.97 | 97.21 | 20.59 | — | — | — | |
| GGL-NetDescription=CNN-based, Param (M)=8.99, Time (s)=0.0362025.12 | 81.69 | 84.74 | 97.21 | 7.78 | 95.24 | 92.39 | 87.99 | |
| SDSNetDescription=Transformer-based, Param (M)=2.55, Time (s)=0.0292025.12 | 81.22 | 83.6 | 96.35 | 13.91 | 95.81 | 92.84 | 88.96 | |
| ALCL-NetDescription=CNN-based, Param (M)=5.67, Time (s)=0.0242025.12 | 80.94 | 83.39 | 96.74 | 11.22 | 95.09 | 91.23 | 86.75 | |
| MSHNet (Full)Backbone=MSHNet, Supervision=Full2026.05 | 80.8 | 82.67 | 96.54 | 11.73 | — | — | — | |
| GGLNet (Full)Backbone=GGLNet, Supervision=Full2026.05 | 80.74 | 83.63 | 96.15 | 11.03 | — | — | — | |
| MLCL-NetDescription=CNN-based, Param (M)=0.66, Time (s)=0.0252025.12 | 79.83 | 82.88 | 96.35 | 19.02 | 94.37 | 91.98 | 86.8 | |
| ALCLNet (Full)Backbone=ALCLNet, Supervision=Full2026.05 | 79.2 | 82.01 | 96.81 | 15.23 | — | — | — | |
| MLCLNet (Full)Backbone=MLCLNet, Supervision=Full2026.05 | 79.13 | 82.76 | 95.88 | 23.37 | — | — | — | |
| RepISDNet (Full)Backbone=RepISDNet, Supervision=Full2026.05 | 78.34 | 82.18 | 96.08 | 21.95 | — | — | — | |
| RPCANetDescription=CNN-based, Param (M)=0.68, Time (s)=1.8532025.12 | 73.68 | 74.82 | 92.06 | 32.24 | 85.4 | 82.58 | 70.53 | |
| SCTransNet (Ours-T)Backbone=SCTransNet, Supervision=Ours-T2026.05 | 69.08 | 70.07 | 95.48 | 19.96 | — | — | — | |
| ALCNetDescription=CNN-based, Param (M)=0.43, Time (s)=0.0212025.12 | 68.3 | 69.55 | 95.28 | 34.07 | 87.56 | 84.74 | 74.2 | |
| MTU-NetDescription=Transformer-based, Param (M)=12.75, Time (s)=0.0282025.12 | 67.92 | 66.83 | 92.36 | 36.98 | 84.38 | 80.61 | 68.02 | |
| SCTransNet (Ours-S)Backbone=SCTransNet, Supervision=Ours-S2026.05 | 66.91 | 69.69 | 94.09 | 20.9 | — | — | — | |
| SCTransNet (PAL)Backbone=SCTransNet, Supervision=PAL2026.05 | 65.95 | 68.57 | 93.49 | 21.24 | — | — | — | |
| MLCLNet (Ours-T)Backbone=MLCLNet, Supervision=Ours-T2026.05 | 65.1 | 69.68 | 94.68 | 27.49 | — | — | — | |
| RepISDNet (Ours-T)Backbone=RepISDNet, Supervision=Ours-T2026.05 | 64.19 | 69 | 95.48 | 24.86 | — | — | — | |
| DNANet (Ours-T)Backbone=DNANet, Supervision=Ours-T2026.05 | 63.09 | 69.42 | 95.15 | 16.18 | — | — | — | |
| DNANet (Ours-S)Backbone=DNANet, Supervision=Ours-S2026.05 | 62.81 | 68.54 | 94.62 | 16.68 | — | — | — | |
| ACMDescription=CNN-based, Param (M)=0.40, Time (s)=0.0222025.12 | 62.76 | 61.25 | 94.62 | 18.78 | 82.41 | 82.58 | 68.05 | |
| DNANet (PAL)Backbone=DNANet, Supervision=PAL2026.05 | 62.67 | 68.22 | 92.89 | 17.59 | — | — | — | |
| MLCLNet (Ours-S)Backbone=MLCLNet, Supervision=Ours-S2026.05 | 62.63 | 67.28 | 94.49 | 27.22 | — | — | — | |
| MSHNet (Ours-S)Backbone=MSHNet, Supervision=Ours-S2026.05 | 62.36 | 66.26 | 93.36 | 20.52 | — | — | — | |
| MSHNet (Ours-T)Backbone=MSHNet, Supervision=Ours-T2026.05 | 62.24 | 66.5 | 94.02 | 18 | — | — | — | |
| MSHNet (PAL)Backbone=MSHNet, Supervision=PAL2026.05 | 61.66 | 65.26 | 91.16 | 22.29 | — | — | — | |
| MLCLNet (PAL)Backbone=MLCLNet, Supervision=PAL2026.05 | 60.2 | 66.86 | 93.29 | 28.75 | — | — | — | |
| RepISDNet (Ours-S)Backbone=RepISDNet, Supervision=Ours-S2026.05 | 59.47 | 64.56 | 92.96 | 26.99 | — | — | — | |
| GGLNet (Ours-T)Backbone=GGLNet, Supervision=Ours-T2026.05 | 59.14 | 66.03 | 93.69 | 23.68 | — | — | — | |
| GGLNet (Ours-S)Backbone=GGLNet, Supervision=Ours-S2026.05 | 58.9 | 65.69 | 93.23 | 24.86 | — | — | — | |
| GGLNet (PAL)Backbone=GGLNet, Supervision=PAL2026.05 | 58.55 | 65.62 | 93.16 | 27.85 | — | — | — | |
| RepISDNet (PAL)Backbone=RepISDNet, Supervision=PAL2026.05 | 58.27 | 62.28 | 92.77 | 28.62 | — | — | — | |
| ALCLNet (Ours-T)Backbone=ALCLNet, Supervision=Ours-T2026.05 | 54.99 | 61.26 | 93.49 | 27.48 | — | — | — | |
| ALCLNet (Ours-S)Backbone=ALCLNet, Supervision=Ours-S2026.05 | 53 | 60.24 | 91.5 | 27.6 | — | — | — | |
| ALCLNet (PAL)Backbone=ALCLNet, Supervision=PAL2026.05 | 51.11 | 59.49 | 91.43 | 30.18 | — | — | — | |
| MSHNet (LESPS)Backbone=MSHNet, Supervision=LESPS2026.05 | 39.62 | 51.26 | 74.62 | 36.18 | — | — | — | |
| GGLNet (LESPS)Backbone=GGLNet, Supervision=LESPS2026.05 | 38.98 | 49.09 | 73.02 | 32.71 | — | — | — | |
| DNANet (LESPS)Backbone=DNANet, Supervision=LESPS2026.05 | 38.5 | 49.41 | 71.96 | 29.07 | — | — | — | |
| SCTransNet (LESPS)Backbone=SCTransNet, Supervision=LESPS2026.05 | 37.38 | 46.78 | 75.48 | 35.18 | — | — | — | |
| MLCLNet (LESPS)Backbone=MLCLNet, Supervision=LESPS2026.05 | 36.54 | 48.3 | 86.91 | 34.18 | — | — | — | |
| RepISDNet (LESPS)Backbone=RepISDNet, Supervision=LESPS2026.05 | 35.85 | 47.63 | 72.29 | 40.76 | — | — | — | |
| ALCLNet (LESPS)Backbone=ALCLNet, Supervision=LESPS2026.05 | 29.12 | 40.52 | 68.57 | 34.33 | — | — | — | |
| NIPPSDescription=Low Rank, Time (s)=31.0472025.12 | 18.82 | 28.59 | 70.56 | 15.17 | 30.46 | 34.05 | 10.37 | |
| MPCMDescription=Local Contrast, Time (s)=0.1042025.12 | 18.54 | 26.8 | 71.96 | 123.76 | 31.36 | 13.5 | 4.24 | |
| FKRWDescription=Filtering, Time (s)=0.1892025.12 | 14.46 | 23.67 | 60.66 | 22.5 | 20.48 | 40.73 | 8.34 |