Camouflaged Object Detection on CHAMELEON (MAE, Fw, Sm, Ephi)
0.017MAEIP-SAM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| IP-SAMVariant=SAM2-L, Training=Full fine-tuning (FT), Param (M)=231.86, T-Param (M)=231.862026.03 | 0.017 | 89.4 | 92.9 | 96.9 | |
| IP-SAMVariant=SAM2-L, Rank=r32, Param (M)=237.08, T-Param (M)=21.262026.03 | 0.018 | 87.4 | 92 | 95.6 | |
| IP-SAMVariant=SAM2-L, Rank=r64, Param (M)=242.30, T-Param (M)=26.482026.03 | 0.019 | 87.4 | 91.9 | 95.6 | |
| ZoomNeXtParam (M)=28.46, T-Param (M)=28.462026.03 | 0.02 | 86.5 | 90.3 | 94.1 | |
| CamoFormerParam (M)=71.3, T-Param (M)=71.32026.03 | 0.022 | 86 | 90.1 | 94.2 | |
| SAM2Backbone=SAM2-L, Rank=r80, Param (M)=234.79, T-Param (M)=18.962026.03 | 0.022 | 85.7 | 90.8 | 94.2 | |
| IP-SAMVariant=SAM2-L, Rank=r16, Param (M)=234.47, T-Param (M)=18.652026.03 | 0.022 | 85 | 90.7 | 94.4 | |
| SAM2-AdapterParam (M)=224.51, T-Param (M)=3.942026.03 | 0.025 | 84.7 | 90.9 | 94.5 | |
| MDSAMParam (M)=101.06, T-Param (M)=14.572026.03 | 0.027 | 83.8 | 89.1 | 94.2 | |
| DGNetParam (M)=8.30, T-Param (M)=8.302026.03 | 0.029 | 81.6 | 89 | 93.4 | |
| ZoomNetParam (M)=33.4, T-Param (M)=33.42026.03 | 0.03 | 81.2 | 88.1 | 92.8 | |
| SAM-AdapterParam (M)=641.27, T-Param (M)=4.252026.03 | 0.034 | 80.1 | 87.8 | 89.1 | |
| FSPNetParam (M)=274.2, T-Param (M)=274.22026.03 | 0.036 | 76.6 | 88.7 | 88.9 | |
| MedSAMParam (M)=93.74, T-Param (M)=93.732026.03 | 0.036 | 80 | 89.5 | 91.8 | |
| SAM2 (Oracle, 1-pt GT)Param (M)=224.51, T-Param (M)=0, Oracle=true2026.03 | 0.041 | 81.4 | 84.8 | 88.8 | |
| IP-SAMVariant=SAM2-B, Rank=r32, Param (M)=89.07, T-Param (M)=18.072026.03 | 0.049 | 70.8 | 83.5 | 87.6 | |
| IP-SAMVariant=SAM2-T, Rank=r32, Param (M)=45.53, T-Param (M)=16.922026.03 | 0.097 | 47.7 | 70.5 | 72.8 | |
| SAM2Param (M)=224.51, T-Param (M)=02026.03 | 0.182 | 31.1 | 66 | 51.2 | |
| SAMParam (M)=641.08, T-Param (M)=02026.03 | 0.196 | 7.7 | 43.3 | 32.6 | |
| SAM (Oracle, 1-pt GT)Param (M)=641.08, T-Param (M)=0, Oracle=true2026.03 | 0.221 | 48.4 | 58.8 | 58.2 | |
| YOLOv8+SAM2(Auto)Param (M)=268.1, T-Param (M)=02026.03 | 0.464 | 15.4 | 42.2 | 32.3 | |
| SAM2-AMGParam (M)=224.51, T-Param (M)=02026.03 | 0.5 | 11.3 | 28.3 | 32.7 |