Infrared Small Target Detection on SIRST3 Filamentary partition
80.6IoU (%)MSHNet (Full)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MSHNet (Full)Backbone=MSHNet, Supervision=Full2026.05 | 80.6 | 82.04 | 97.75 | 12.73 | |
| SCTransNet (Full)Backbone=SCTransNet, Supervision=Full2026.05 | 80.43 | 83.12 | 98 | 14.2 | |
| DNANet (Full)Backbone=DNANet, Supervision=Full2026.05 | 78.29 | 84.27 | 97.75 | 9.62 | |
| ALCLNet (Full)Backbone=ALCLNet, Supervision=Full2026.05 | 78.13 | 80.87 | 98.25 | 14.81 | |
| MLCLNet (Full)Backbone=MLCLNet, Supervision=Full2026.05 | 77.33 | 82.49 | 97 | 21.26 | |
| GGLNet (Full)Backbone=GGLNet, Supervision=Full2026.05 | 77.24 | 81.74 | 96.5 | 16.26 | |
| RepISDNet (Full)Backbone=RepISDNet, Supervision=Full2026.05 | 76.17 | 81.05 | 97.5 | 29.51 | |
| SCTransNet (Ours-T)Backbone=SCTransNet, Supervision=Ours-T2026.05 | 68.93 | 69.34 | 97.75 | 22.89 | |
| SCTransNet (Ours-S)Backbone=SCTransNet, Supervision=Ours-S2026.05 | 67.01 | 69.3 | 97.25 | 19.9 | |
| SCTransNet (PAL)Backbone=SCTransNet, Supervision=PAL2026.05 | 66.81 | 68.67 | 97 | 23.06 | |
| MLCLNet (Ours-T)Backbone=MLCLNet, Supervision=Ours-T2026.05 | 63.76 | 67.91 | 96.5 | 24 | |
| RepISDNet (Ours-T)Backbone=RepISDNet, Supervision=Ours-T2026.05 | 63.74 | 67.57 | 97 | 25.63 | |
| DNANet (Ours-T)Backbone=DNANet, Supervision=Ours-T2026.05 | 63.74 | 68.67 | 96.5 | 17.85 | |
| DNANet (Ours-S)Backbone=DNANet, Supervision=Ours-S2026.05 | 63.25 | 68.5 | 97.5 | 16.46 | |
| DNANet (PAL)Backbone=DNANet, Supervision=PAL2026.05 | 62.06 | 68.34 | 96.25 | 18.55 | |
| MLCLNet (Ours-S)Backbone=MLCLNet, Supervision=Ours-S2026.05 | 61.75 | 65.97 | 95.75 | 24.08 | |
| MSHNet (Ours-S)Backbone=MSHNet, Supervision=Ours-S2026.05 | 61.44 | 65.85 | 95.5 | 14.56 | |
| MSHNet (Ours-T)Backbone=MSHNet, Supervision=Ours-T2026.05 | 61.27 | 66.31 | 96.5 | 17.97 | |
| MSHNet (PAL)Backbone=MSHNet, Supervision=PAL2026.05 | 60.76 | 64.56 | 95 | 20.36 | |
| RepISDNet (Ours-S)Backbone=RepISDNet, Supervision=Ours-S2026.05 | 60.31 | 65.4 | 96.5 | 24.67 | |
| RepISDNet (PAL)Backbone=RepISDNet, Supervision=PAL2026.05 | 60.01 | 65.39 | 96 | 28.51 | |
| GGLNet (Ours-T)Backbone=GGLNet, Supervision=Ours-T2026.05 | 59.76 | 66.09 | 96.25 | 18.14 | |
| GGLNet (Ours-S)Backbone=GGLNet, Supervision=Ours-S2026.05 | 59.58 | 65.86 | 96 | 19.81 | |
| MLCLNet (PAL)Backbone=MLCLNet, Supervision=PAL2026.05 | 59.02 | 65.89 | 95.25 | 25.23 | |
| GGLNet (PAL)Backbone=GGLNet, Supervision=PAL2026.05 | 58.02 | 64.95 | 95.25 | 24.56 | |
| ALCLNet (Ours-T)Backbone=ALCLNet, Supervision=Ours-T2026.05 | 55.89 | 60.73 | 96.25 | 27.98 | |
| ALCLNet (Ours-S)Backbone=ALCLNet, Supervision=Ours-S2026.05 | 53.14 | 59.58 | 94.5 | 25.98 | |
| ALCLNet (PAL)Backbone=ALCLNet, Supervision=PAL2026.05 | 52.3 | 59.32 | 94.25 | 33.22 | |
| MSHNet (LESPS)Backbone=MSHNet, Supervision=LESPS2026.05 | 40.79 | 50.06 | 79 | 37.14 | |
| GGLNet (LESPS)Backbone=GGLNet, Supervision=LESPS2026.05 | 39.42 | 48.93 | 77 | 31.35 | |
| SCTransNet (LESPS)Backbone=SCTransNet, Supervision=LESPS2026.05 | 39.25 | 46.56 | 78 | 30.84 | |
| DNANet (LESPS)Backbone=DNANet, Supervision=LESPS2026.05 | 38.1 | 47.07 | 75.75 | 29.03 | |
| MLCLNet (LESPS)Backbone=MLCLNet, Supervision=LESPS2026.05 | 37.76 | 47.51 | 91.25 | 32.4 | |
| RepISDNet (LESPS)Backbone=RepISDNet, Supervision=LESPS2026.05 | 37.13 | 46.89 | 76.75 | 32.53 | |
| ALCLNet (LESPS)Backbone=ALCLNet, Supervision=LESPS2026.05 | 31.23 | 41.34 | 74.75 | 35.44 |