Infrared Small Target Detection on SIRST3 Faint partition
75.01IoUSCTransNet (Full)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SCTransNet (Full)Backbone=SCTransNet, Supervision=Full2026.05 | 75.01 | 81.25 | 94.64 | 19.8 | |
| DNANet (Full)Backbone=DNANet, Supervision=Full2026.05 | 74.4 | 78.43 | 91.96 | 18.49 | |
| GGLNet (Full)Backbone=GGLNet, Supervision=Full2026.05 | 74.08 | 79.1 | 93.75 | 9.2 | |
| MSHNet (Full)Backbone=MSHNet, Supervision=Full2026.05 | 70.5 | 75.64 | 89.29 | 6.77 | |
| ALCLNet (Full)Backbone=ALCLNet, Supervision=Full2026.05 | 69.83 | 75.36 | 95.54 | 22.05 | |
| MLCLNet (Full)Backbone=MLCLNet, Supervision=Full2026.05 | 69.74 | 73.3 | 90.18 | 17.7 | |
| RepISDNet (Full)Backbone=RepISDNet, Supervision=Full2026.05 | 68.87 | 76.49 | 93.75 | 17.51 | |
| SCTransNet (Ours-T)Backbone=SCTransNet, Supervision=Ours-T2026.05 | 65.94 | 69.32 | 93.75 | 19.09 | |
| SCTransNet (Ours-S)Backbone=SCTransNet, Supervision=Ours-S2026.05 | 61.32 | 68.82 | 91.96 | 20.11 | |
| MSHNet (Ours-S)Backbone=MSHNet, Supervision=Ours-S2026.05 | 59.76 | 67.79 | 91.96 | 21.31 | |
| MSHNet (Ours-T)Backbone=MSHNet, Supervision=Ours-T2026.05 | 58.07 | 67.76 | 93.75 | 20.48 | |
| SCTransNet (PAL)Backbone=SCTransNet, Supervision=PAL2026.05 | 57.25 | 68.31 | 90.18 | 20.45 | |
| MLCLNet (Ours-T)Backbone=MLCLNet, Supervision=Ours-T2026.05 | 56.72 | 69.83 | 92.86 | 17.02 | |
| MSHNet (PAL)Backbone=MSHNet, Supervision=PAL2026.05 | 55.97 | 65.88 | 91.07 | 22.14 | |
| RepISDNet (Ours-T)Backbone=RepISDNet, Supervision=Ours-T2026.05 | 53.49 | 66.21 | 87.5 | 17.89 | |
| MLCLNet (Ours-S)Backbone=MLCLNet, Supervision=Ours-S2026.05 | 51.54 | 65.54 | 89.61 | 23.6 | |
| DNANet (Ours-T)Backbone=DNANet, Supervision=Ours-T2026.05 | 51.18 | 68.32 | 92.86 | 20.09 | |
| DNANet (Ours-S)Backbone=DNANet, Supervision=Ours-S2026.05 | 50.36 | 67.2 | 93.75 | 21.35 | |
| DNANet (PAL)Backbone=DNANet, Supervision=PAL2026.05 | 49.74 | 66.67 | 90.18 | 21.71 | |
| MLCLNet (PAL)Backbone=MLCLNet, Supervision=PAL2026.05 | 48.98 | 65.16 | 88.96 | 31.36 | |
| GGLNet (Ours-T)Backbone=GGLNet, Supervision=Ours-T2026.05 | 48.45 | 64.6 | 91.07 | 28.22 | |
| GGLNet (Ours-S)Backbone=GGLNet, Supervision=Ours-S2026.05 | 47.95 | 65.45 | 91.96 | 29.55 | |
| GGLNet (PAL)Backbone=GGLNet, Supervision=PAL2026.05 | 47.4 | 64.17 | 89.29 | 29.62 | |
| ALCLNet (Ours-T)Backbone=ALCLNet, Supervision=Ours-T2026.05 | 47.03 | 62.31 | 91.07 | 23.67 | |
| ALCLNet (Ours-S)Backbone=ALCLNet, Supervision=Ours-S2026.05 | 45.42 | 61.65 | 87.5 | 23.85 | |
| RepISDNet (Ours-S)Backbone=RepISDNet, Supervision=Ours-S2026.05 | 44.25 | 61.3 | 87.5 | 22.06 | |
| RepISDNet (PAL)Backbone=RepISDNet, Supervision=PAL2026.05 | 43.86 | 60.69 | 84.82 | 28.38 | |
| ALCLNet (PAL)Backbone=ALCLNet, Supervision=PAL2026.05 | 43.21 | 61.54 | 86.61 | 29.17 | |
| MSHNet (LESPS)Backbone=MSHNet, Supervision=LESPS2026.05 | 36.38 | 58.04 | 75.89 | 35.98 | |
| SCTransNet (LESPS)Backbone=SCTransNet, Supervision=LESPS2026.05 | 35.37 | 53.05 | 75.89 | 32.73 | |
| GGLNet (LESPS)Backbone=GGLNet, Supervision=LESPS2026.05 | 35.23 | 54.16 | 75 | 33.2 | |
| RepISDNet (LESPS)Backbone=RepISDNet, Supervision=LESPS2026.05 | 33.77 | 55.25 | 73.21 | 35.89 | |
| MLCLNet (LESPS)Backbone=MLCLNet, Supervision=LESPS2026.05 | 32.77 | 52.91 | 80.36 | 39.29 | |
| DNANet (LESPS)Backbone=DNANet, Supervision=LESPS2026.05 | 32.49 | 54.44 | 72.32 | 34.76 | |
| ALCLNet (LESPS)Backbone=ALCLNet, Supervision=LESPS2026.05 | 25.32 | 43.44 | 66.07 | 38.86 |