Camouflaged Object Detection on NC4K (Sm, Em, Fwβ, MAE)
0.0209MAEBi-CamoDiffusion
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Bi-CamoDiffusion2026.03 | 0.0209 | 90.43 | 95.32 | 85.17 | — | — | — | |
| IP-SAMVariant=SAM2-L, Rank=r32, Param (M)=237.08, T-Param (M)=21.262026.03 | 0.026 | 91.1 | — | 87.3 | 94.3 | — | — | |
| IP-SAMVariant=SAM2-L, Rank=r64, Param (M)=242.30, T-Param (M)=26.482026.03 | 0.027 | 91.2 | — | 87.1 | 94.3 | — | — | |
| FP32Precision=FP322026.04 | 0.0278 | — | 94.51 | 86.4 | — | 89.29 | 88.69 | |
| Naive W8A8Precision=W8A82026.04 | 0.0279 | — | 94.48 | 86.37 | — | 89.27 | 88.67 | |
| SAM2Backbone=SAM2-L, Rank=r80, Param (M)=234.79, T-Param (M)=18.962026.03 | 0.029 | 90.4 | — | 86 | 93.6 | — | — | |
| IP-SAMVariant=SAM2-L, Rank=r16, Param (M)=234.47, T-Param (M)=18.652026.03 | 0.029 | 90.7 | — | 86.3 | 94.1 | — | — | |
| Naive W4A8Precision=W4A82026.04 | 0.0292 | — | 94.11 | 85.81 | — | 88.81 | 88.34 | |
| FSEL2026.03 | 0.03 | 89.2 | 94.1 | 85.3 | — | — | — | |
| CamoFormer-PSupervision=Fully supervised2026.03 | 0.03 | 89.2 | 94.6 | 84.7 | — | — | — | |
| ZoomNeXtParam (M)=28.46, T-Param (M)=28.462026.03 | 0.03 | 90.2 | — | 85.9 | 93.2 | — | — | |
| SAM2-AdapterParam (M)=224.51, T-Param (M)=3.942026.03 | 0.03 | 90.6 | — | 85.1 | 93.4 | — | — | |
| IP-SAMVariant=SAM2-L, Training=Full fine-tuning (FT), Param (M)=231.86, T-Param (M)=231.862026.03 | 0.03 | 90.1 | — | 85.8 | 93.5 | — | — | |
| CamoFormerParam (M)=71.3, T-Param (M)=71.32026.03 | 0.031 | 88.8 | — | 84.1 | 93.5 | — | — | |
| COD-TDQPrecision=W4A42026.04 | 0.0312 | — | 93.58 | 84.85 | — | 88.13 | 87.57 | |
| MSCAF-NetSupervision=Fully supervised2026.03 | 0.032 | 88.7 | 94.2 | 83.8 | — | — | — | |
| SARNetSupervision=Fully supervised2026.03 | 0.032 | 88.9 | 94 | 85.1 | — | — | — | |
| CamoDiffusion2026.03 | 0.0325 | 88.33 | 93.43 | 83.72 | — | — | — | |
| FCL-CODSupervision=Bounding box, Backbone=SAM-H2026.03 | 0.033 | 88.5 | 92.8 | 84.6 | — | — | — | |
| FCL-CODSupervision=Bounding box, Backbone=SAM-L2026.03 | 0.034 | 88.6 | 93 | 84.7 | — | — | — | |
| FSPNetSupervision=Fully supervised2026.03 | 0.035 | 87.8 | 93.7 | 81.6 | — | — | — | |
| HitNetSupervision=Fully supervised2026.03 | 0.037 | 87.5 | 92.9 | 83.4 | — | — | — | |
| SAM-CODSupervision=Bounding box, Backbone=SAM-H2026.03 | 0.037 | 86.7 | 92.3 | 81.3 | — | — | — | |
| FCL-CODSupervision=Bounding box, Backbone=SAM-B2026.03 | 0.041 | 86.7 | 91.9 | 81.7 | — | — | — | |
| CamoFormer-RSupervision=Fully supervised2026.03 | 0.042 | 85.5 | 91.4 | 78.8 | — | — | — | |
| DGNetParam (M)=8.30, T-Param (M)=8.302026.03 | 0.042 | 85.7 | — | 78.4 | 90.7 | — | — | |
| MDSAMParam (M)=101.06, T-Param (M)=14.572026.03 | 0.042 | 86.6 | — | 81.1 | 90.8 | — | — | |
| ZoomNetSupervision=Fully supervised2026.03 | 0.043 | 85.3 | 89.6 | 78.4 | — | — | — | |
| FSPNetParam (M)=274.2, T-Param (M)=274.22026.03 | 0.043 | 87.8 | — | 77.2 | 89.1 | — | — | |
| SAM-AdapterParam (M)=641.27, T-Param (M)=4.252026.03 | 0.043 | 87.5 | — | 81 | 89.1 | — | — | |
| ZoomNet2026.03 | 0.0434 | 85.28 | 89.57 | 78.44 | — | — | — | |
| FEDERSupervision=Fully supervised2026.03 | 0.044 | 84.7 | 91.5 | 78.9 | — | — | — | |
| BGNet2026.03 | 0.0444 | 85.1 | 90.67 | 78.84 | — | — | — | |
| OCENet2026.03 | 0.045 | 85.33 | 90.25 | 78.46 | — | — | — | |
| ZoomNetParam (M)=33.4, T-Param (M)=33.42026.03 | 0.045 | 84.7 | — | 77.4 | 88.7 | — | — | |
| SAM2 (Oracle, 1-pt GT)Param (M)=224.51, T-Param (M)=0, Oracle=true2026.03 | 0.046 | 84.9 | — | 81.1 | 88.3 | — | — | |
| MedSAMParam (M)=93.74, T-Param (M)=93.732026.03 | 0.047 | 87.8 | — | 79.1 | 90.5 | — | — | |
| SINet-v22026.03 | 0.0476 | 84.72 | 90.27 | 76.98 | — | — | — | |
| BASNet2026.03 | 0.0479 | 84.14 | 89.68 | 77.08 | — | — | — | |
| C2F-Net2026.03 | 0.049 | 83.83 | 89.74 | 76.24 | — | — | — | |
| RepQ-ViTPrecision=W4A42026.04 | 0.0515 | — | 88.31 | 75.1 | — | 81.82 | 79.11 | |
| UGTR2026.03 | 0.0519 | 83.94 | 87.44 | 74.63 | — | — | — | |
| UGTRSupervision=Fully supervised2026.03 | 0.052 | 83.9 | 87.4 | 74.7 | — | — | — | |
| WS-SAMSupervision=Scribble, Backbone=SAM-H2026.03 | 0.052 | 82.9 | 88.6 | — | — | — | — | |
| MGL2026.03 | 0.0526 | 83.26 | 86.66 | 73.92 | — | — | — | |
| PFNet2026.03 | 0.0527 | 82.9 | 88.74 | 74.53 | — | — | — | |
| IGQ-ViTPrecision=W4A42026.04 | 0.0547 | — | 87.77 | 72.68 | — | 81.82 | 79.01 | |
| MINet2026.03 | 0.0555 | 81.22 | 86.18 | 71.95 | — | — | — | |
| WS-SAMSupervision=Point, Backbone=SAM-H2026.03 | 0.057 | 81.3 | 85.9 | — | — | — | — | |
| SINet2026.03 | 0.0576 | 80.8 | 81.73 | 72.27 | — | — | — | |
| PraNet2026.03 | 0.0588 | 82.22 | 87.61 | 72.45 | — | — | — | |
| IP-SAMVariant=SAM2-B, Rank=r32, Param (M)=89.07, T-Param (M)=18.072026.03 | 0.06 | 82.6 | — | 72.1 | 85.8 | — | — | |
| PTQ4SAMPrecision=W4A42026.04 | 0.0616 | — | 84.33 | 70.12 | — | 76.83 | 74.13 | |
| CRNetSupervision=Scribble2026.03 | 0.063 | 77.5 | 85.5 | 68.8 | — | — | — | |
| F3Net2026.03 | 0.0695 | 78 | 82.44 | 65.56 | — | — | — | |
| SAM-SSupervision=Scribble, Backbone=SAM-H2026.03 | 0.071 | 76.3 | 83.2 | — | — | — | — | |
| EGNet2026.03 | 0.0751 | 77.71 | 84.08 | 63.86 | — | — | — | |
| FIMA-QPrecision=W4A42026.04 | 0.0776 | — | 82.11 | 66.17 | — | 74.77 | 71.01 | |
| SAMSupervision=Zero-shot, Backbone=SAM-H2026.03 | 0.078 | 76.7 | 77.6 | 69.6 | — | — | — | |
| PTQ4ViTPrecision=W4A42026.04 | 0.0795 | — | 81.79 | 65.77 | — | 72.32 | 69.95 | |
| SAM-PSupervision=Point, Backbone=SAM-H2026.03 | 0.082 | 77.6 | 78.6 | — | — | — | — | |
| NoisyQuantPrecision=W4A42026.04 | 0.0934 | — | 80.34 | 65.13 | — | 71.43 | 68.43 | |
| IP-SAMVariant=SAM2-T, Rank=r32, Param (M)=45.53, T-Param (M)=16.922026.03 | 0.105 | 71.1 | — | 52 | 72.9 | — | — | |
| PQ-SAMPrecision=W4A42026.04 | 0.1107 | — | 60.72 | 42.87 | — | 60.85 | 52.55 | |
| post-GELUPrecision=W4A42026.04 | 0.1187 | — | 56.63 | 37.45 | — | 58.08 | 46.7 | |
| Naive W4A4Precision=W4A42026.04 | 0.1201 | — | 56.18 | 36.75 | — | 57.62 | 45.9 | |
| ORQ-ViTPrecision=W4A42026.04 | 0.1203 | — | 56.19 | 36.77 | — | 57.64 | 45.93 | |
| SAM (Oracle, 1-pt GT)Param (M)=641.08, T-Param (M)=0, Oracle=true2026.03 | 0.135 | 67.8 | — | 57.9 | 68.3 | — | — | |
| SAM2Param (M)=224.51, T-Param (M)=02026.03 | 0.159 | 72.2 | — | 39.3 | 57.2 | — | — | |
| SAMParam (M)=641.08, T-Param (M)=02026.03 | 0.239 | 42.6 | — | 9.6 | 34 | — | — | |
| SAM2-AMGParam (M)=224.51, T-Param (M)=02026.03 | 0.302 | 42.3 | — | 20.7 | 50.7 | — | — | |
| YOLOv8+SAM2(Auto)Param (M)=268.1, T-Param (M)=02026.03 | 0.387 | 46.1 | — | 17.5 | 37.5 | — | — |