Camouflaged Object Detection on CAMO (MAE, Fw, Sm, Ephi)
3.2MAEIP-SAM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| IP-SAMVariant=SAM2-L, Rank=r32, Param (M)=237.08, T-Param (M)=21.262026.03 | 3.2 | 87.8 | 91.2 | 94.6 | |
| SAM2Backbone=SAM2-L, Rank=r80, Param (M)=234.79, T-Param (M)=18.962026.03 | 3.7 | 86.2 | 90 | 93.5 | |
| IP-SAMVariant=SAM2-L, Rank=r64, Param (M)=242.30, T-Param (M)=26.482026.03 | 3.7 | 86.7 | 90.4 | 93.8 | |
| IP-SAMVariant=SAM2-L, Training=Full fine-tuning (FT), Param (M)=231.86, T-Param (M)=231.862026.03 | 4 | 86.2 | 90 | 93.3 | |
| IP-SAMVariant=SAM2-L, Rank=r16, Param (M)=234.47, T-Param (M)=18.652026.03 | 4 | 85.1 | 89.6 | 92.9 | |
| ZoomNeXtParam (M)=28.46, T-Param (M)=28.462026.03 | 4.1 | 85.7 | 89.2 | 93.5 | |
| CamoFormerParam (M)=71.3, T-Param (M)=71.32026.03 | 4.8 | 82.4 | 86.8 | 92.3 | |
| SAM2-AdapterParam (M)=224.51, T-Param (M)=3.942026.03 | 4.8 | 81.7 | 88.4 | 91.5 | |
| DGNetParam (M)=8.30, T-Param (M)=8.302026.03 | 5.7 | 76.9 | 83.9 | 90.1 | |
| FSPNetParam (M)=274.2, T-Param (M)=274.22026.03 | 6 | 76.1 | 86.4 | 88 | |
| MDSAMParam (M)=101.06, T-Param (M)=14.572026.03 | 6.1 | 78.2 | 83.9 | 88.5 | |
| MedSAMParam (M)=93.74, T-Param (M)=93.732026.03 | 6.9 | 75.7 | 84.7 | 87.3 | |
| ZoomNetParam (M)=33.4, T-Param (M)=33.42026.03 | 7 | 73.1 | 80.9 | 85.6 | |
| SAM-AdapterParam (M)=641.27, T-Param (M)=4.252026.03 | 7.2 | 76.3 | 83.6 | 85.8 | |
| SAM2 (Oracle, 1-pt GT)Param (M)=224.51, T-Param (M)=0, Oracle=true2026.03 | 8.6 | 71.4 | 77.1 | 80.2 | |
| IP-SAMVariant=SAM2-B, Rank=r32, Param (M)=89.07, T-Param (M)=18.072026.03 | 9.3 | 64.4 | 77 | 79.5 | |
| IP-SAMVariant=SAM2-T, Rank=r32, Param (M)=45.53, T-Param (M)=16.922026.03 | 14.8 | 41.5 | 63.2 | 64.9 | |
| SAM2Param (M)=224.51, T-Param (M)=02026.03 | 19.8 | 34.8 | 65.8 | 50.6 | |
| SAM (Oracle, 1-pt GT)Param (M)=641.08, T-Param (M)=0, Oracle=true2026.03 | 20.1 | 46 | 58 | 57.4 | |
| YOLOv8+SAM2(Auto)Param (M)=268.1, T-Param (M)=02026.03 | 21.9 | 13.4 | 45 | 37.2 | |
| SAMParam (M)=641.08, T-Param (M)=02026.03 | 25.1 | 10.5 | 41.3 | 32.9 | |
| SAM2-AMGParam (M)=224.51, T-Param (M)=02026.03 | 32.9 | 11.5 | 35.8 | 44.3 |