Single Image Small Target Detection on SIRST, NUDT-SIRST, and IRSTD-1K Average
75.67IoUDNA-Net
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DNA-NetDescription=CNN Full2023.04 | 75.67 | 96.18 | 22.94 | |
| UIU-NetDescription=CNN Full2023.04 | 68.97 | 95.19 | 32.23 | |
| ISNetDescription=CNN Full2023.04 | 67.97 | 95.3 | 66.86 | |
| ALCNetDescription=CNN Full2023.04 | 63.91 | 91.67 | 38.62 | |
| ACMDescription=CNN Full2023.04 | 59.94 | 91.4 | 32.12 | |
| DNA-NetDescription=CNN Centroid+, Supervision=Centroid Point, Framework=LESPS2023.04 | 57.34 | 91.87 | 20.24 | |
| DNA-Net+LESPSAnnotations per object=1 coarse point, #Params.=4.8M2023.04 | 56.18 | 91.49 | 18.32 | |
| DNA-NetDescription=CNN Coarse+, Supervision=Coarse Point, Framework=LESPS2023.04 | 56.18 | 91.49 | 18.32 | |
| PointRendAnnotations per object=100+ elaborated points, #Params.=120.3M2023.04 | 56.02 | 94.3 | 61.48 | |
| Implicit PointRendAnnotations per object=10 points in bbox, #Params.=700.0M2023.04 | 52 | 94.13 | 85.79 | |
| MaskRCNN+Annotations per object=10 points in bbox, #Params.=88.6M2023.04 | 51.3 | 94.38 | 82.77 | |
| MDvsFADescription=CNN Full2023.04 | 47.52 | 88.1 | 121.61 | |
| ALCNetDescription=CNN Coarse+, Supervision=Coarse Point, Framework=LESPS2023.04 | 47.3 | 91.98 | 46.27 | |
| ALCNetDescription=CNN Centroid+, Supervision=Centroid Point, Framework=LESPS2023.04 | 45.7 | 91.62 | 62.84 | |
| ACMDescription=CNN Centroid+, Supervision=Centroid Point, Framework=LESPS2023.04 | 44.25 | 89.78 | 46.55 | |
| ACMDescription=CNN Coarse+, Supervision=Coarse Point, Framework=LESPS2023.04 | 42.94 | 87.3 | 51.67 | |
| IPIDescription=Low Rank2023.04 | 23.78 | 80.47 | 22.96 | |
| PSTNNDescription=Low Rank2023.04 | 20.61 | 72.02 | 36.18 | |
| RLCMDescription=Local Contrast2023.04 | 16.06 | 68.7 | 98.77 | |
| Top-HatDescription=Filtering2023.04 | 12.64 | 77.79 | 870.23 | |
| MSPCMDescription=Local Contrast2023.04 | 7.23 | 61.53 | 55.13 | |
| TLLCMDescription=Local Contrast2023.04 | 7.22 | 65.45 | 21.42 |