Camouflaged Object Detection on NC4K
0.109M ScoreTR-PEFT
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| TR-PEFTBackbone=SENet, GFLOPs=131.8, FPS=40.352026.04 | 0.109 | — | — | — | — | — | 68.7 | — | 51.6 | 75.1 | |
| TR-PEFTBackbone=CFRN, GFLOPs=344.5, FPS=17.12026.04 | 0.108 | — | — | — | — | — | 70.4 | — | 51.7 | 75.5 | |
| UTNetPub. Year=TMM’252026.04 | 0.086 | — | — | — | 0.798 | — | 74.3 | — | 60.3 | — | |
| ZoomNetPub./Year=CVPR’222026.03 | 0.059 | — | — | — | 0.912 | 0.784 | 85.3 | — | — | — | |
| SINetPub.Year=CVPR.20, Modality=RGB2026.04 | 0.058 | — | — | — | 0.871 | — | 80.8 | 0.723 | — | — | |
| SINetPub. Year=CVPR’202026.04 | 0.058 | — | — | — | 0.883 | — | 80.8 | — | 72.3 | — | |
| SPNetPub. Year=ICCV’212026.04 | 0.054 | — | — | — | 0.874 | — | 82.5 | — | 82.8 | — | |
| PFNetPub. Year=CVPR’212026.04 | 0.053 | — | — | — | 0.891 | — | 82.9 | — | 74.5 | — | |
| BSA-NetBackbone=Res2Net502026.05 | 0.048 | — | — | — | 0.897 | 0.805 | 84.1 | — | — | — | |
| FGANetVenue=NeurIPS 20232026.02 | 0.047 | 83.7 | — | — | 0.891 | 0.8 | — | — | — | — | |
| PlantCamoPub. Year=AIR’252026.04 | 0.047 | — | — | — | 0.899 | — | 85.3 | — | 78.9 | — | |
| FGANetBackbone=ResNet502026.05 | 0.047 | — | — | — | 0.891 | 0.8 | 83.7 | — | — | — | |
| FEDERVenue=CVPR 20232026.02 | 0.046 | 84.2 | — | — | 0.9 | 0.808 | — | — | — | — | |
| FEDERBackbone=ResNet502026.05 | 0.046 | — | — | — | 0.9 | 0.808 | 84.2 | — | — | — | |
| FSELVenue=ECCV 20242026.02 | 0.045 | 84.7 | — | — | 0.901 | 0.807 | — | — | — | — | |
| FSELBackbone=ResNet502026.05 | 0.045 | — | — | — | 0.901 | 0.807 | 84.7 | — | — | — | |
| FocusDiffVenue=ECCV 20242026.02 | 0.044 | 85 | — | — | 0.902 | 0.81 | — | — | — | — | |
| BGNetPub./Year=IJCAI’222026.03 | 0.044 | — | — | — | 0.907 | 0.788 | 85.1 | — | — | — | |
| BGNetPub.Year=IJCAI.22, Modality=RGB2026.04 | 0.044 | — | — | — | 0.907 | — | 85.1 | 0.788 | — | — | |
| FEDERPub. Year=CVPR’232026.04 | 0.044 | — | — | — | 0.907 | — | 84.7 | — | 78.9 | — | |
| FocusDiffPub. Year=ECCV’242026.04 | 0.044 | — | — | — | 0.902 | — | 85 | — | 81 | — | |
| FocusDiffBackbone=ResNet502026.05 | 0.044 | — | — | — | 0.902 | 0.81 | 85 | — | — | — | |
| DINetPub./Year=TMM’242026.03 | 0.043 | — | — | — | 0.909 | 0.824 | 85.6 | — | — | — | |
| ZoomNetPub.Year=CVPR.22, Modality=RGB2026.04 | 0.043 | — | — | — | 0.896 | — | 85.3 | 0.784 | — | — | |
| DINetPub.Year=TMM.24, Modality=RGB2026.04 | 0.043 | — | — | — | 0.909 | — | 85.6 | 0.824 | — | — | |
| SPSNPub. Year=ECCV’222026.04 | 0.043 | — | — | — | 0.908 | — | 85.2 | — | 85.2 | — | |
| HitNetVenue=AAAI 20232026.02 | 0.042 | 85.8 | — | — | 0.911 | 0.825 | — | — | — | — | |
| FEDERPub./Year=CVPR’232026.03 | 0.042 | — | — | — | 0.917 | 0.827 | 86.3 | — | — | — | |
| PopNetPub. Year=ICCV’232026.04 | 0.042 | — | — | — | 0.91 | — | 86.1 | — | 80.8 | — | |
| RUNBackbone=ResNet502026.05 | 0.042 | — | — | — | 0.908 | 0.824 | 85.1 | — | — | — | |
| MedSAM*Pub. Year=Nature’24, SAM-based=true2026.04 | 0.041 | — | — | — | 0.928 | — | 86.6 | — | 82.1 | — | |
| RIDEBackbone=ResNet502026.05 | 0.041 | — | — | — | 0.916 | 0.831 | 85.8 | — | — | — | |
| RUNBackbone=Res2Net502026.05 | 0.041 | — | — | — | 0.917 | 0.83 | 85.9 | — | — | — | |
| EAMNetPub./Year=ICME’232026.03 | 0.04 | — | — | — | 0.916 | 0.801 | 86.2 | — | — | — | |
| DSAMPub.Year=MM.24, Modality=RGB-D2026.04 | 0.04 | — | — | — | — | — | 87.1 | 0.826 | — | — | |
| DSAM*Pub. Year=MM’24, SAM-based=true2026.04 | 0.04 | — | — | — | 0.932 | — | 87.1 | — | 82.6 | — | |
| CATPBackbone=SENet, GFLOPs=100.4, FPS=45.52026.04 | 0.039 | — | — | — | — | — | 87.8 | — | 82.3 | 91.5 | |
| RIDEBackbone=Res2Net502026.05 | 0.039 | — | — | — | 0.924 | 0.838 | 86.6 | — | — | — | |
| RISNetPub.Year=CVPR.24, Modality=RGB2026.04 | 0.037 | — | — | — | 0.925 | — | 88.2 | 0.834 | — | — | |
| ST-SAM*Pub. Year=MM’25, SAM-based=true2026.04 | 0.037 | — | — | — | 0.911 | — | 87.4 | — | 80.7 | — | |
| CODdiffPub./Year=KBS’252026.03 | 0.036 | — | — | — | 0.926 | 0.827 | 86.5 | — | — | — | |
| SENetGFLOPs=142.3, FPS=41.72026.04 | 0.036 | — | — | — | — | — | 88.3 | — | 83.3 | 92.1 | |
| FSPNetPub./Year=CVPR’232026.03 | 0.035 | — | — | — | 0.915 | 0.816 | 87.9 | — | — | — | |
| ESNetPub./Year=IVC’252026.03 | 0.035 | — | — | — | 0.931 | 0.856 | 88 | — | — | — | |
| FSPNetPub.Year=CVPR.23, Modality=RGB2026.04 | 0.035 | — | — | — | 0.915 | — | 87.9 | 0.816 | — | — | |
| UEDGPub.Year=TMM.23, Modality=RGB2026.04 | 0.035 | — | — | — | 0.929 | — | 87.9 | 0.83 | — | — | |
| DaCODPub.Year=MM.23, Modality=RGB-D2026.04 | 0.035 | — | — | — | 0.923 | — | 87.4 | 0.814 | — | — | |
| FSPNetPub. Year=CVPR’232026.04 | 0.035 | — | — | — | 0.915 | — | 87.9 | — | 81.6 | — | |
| DaCodPub. Year=MM’232026.04 | 0.035 | — | — | — | 0.924 | — | 87.4 | — | 81.4 | — | |
| ICEGPub.Year=ICLR.24, Modality=RGB2026.04 | 0.034 | — | — | — | 0.932 | — | 87.9 | 0.855 | — | — | |
| MAGNetPub.Year=KBS.24, Modality=RGB-D2026.04 | 0.033 | — | — | — | 0.931 | — | 88.6 | 0.841 | — | — | |
| VSCodeVenue=CVPR 20242026.02 | 0.032 | 89.1 | — | — | 0.934 | 0.863 | — | — | — | — | |
| SARNetPub./Year=TCSVT’232026.03 | 0.032 | — | — | — | 0.937 | 0.842 | 88.6 | — | — | — | |
| SDRNetPub./Year=KBS’242026.03 | 0.032 | — | — | — | 0.934 | 0.842 | 88.9 | — | — | — | |
| VSCodePub./Year=CVPR’242026.03 | 0.032 | — | — | — | 0.935 | 0.863 | 89.1 | — | — | — | |
| SENetPub./Year=TIP’252026.03 | 0.032 | — | — | — | 0.933 | 0.843 | 88.9 | — | — | — | |
| KCNetPub./Year=EAAI’252026.03 | 0.032 | — | — | — | 0.933 | 0.843 | 88.9 | — | — | — | |
| BDCLNetPub./Year=KBS’252026.03 | 0.032 | — | — | — | 0.932 | 0.844 | 88.8 | — | — | — | |
| MSCAFPub.Year=TCSVT.23, Modality=RGB2026.04 | 0.032 | — | — | — | 0.934 | — | 88.7 | 0.838 | — | — | |
| SENetPub.Year=TIP.25, Modality=RGB2026.04 | 0.032 | — | — | — | 0.933 | — | 88.9 | 0.843 | — | — | |
| SAM-DSA*Pub. Year=ICCV’25, SAM-based=true2026.04 | 0.032 | — | — | — | 0.954 | — | 88.9 | — | 85.7 | — | |
| CATPBackbone=CFRN, GFLOPs=219.8, FPS=25.22026.04 | 0.032 | — | — | — | — | — | 88.9 | — | 84.4 | 93.8 | |
| CamoFocusVenue=WACV 20242026.02 | 0.031 | 88.6 | — | — | 0.932 | 0.862 | — | — | — | — | |
| CamoFormerPub./Year=TPAMI’242026.03 | 0.031 | — | — | — | 0.937 | 0.863 | 88.8 | — | — | — | |
| DSNetPub.Year=ICME.25, Modality=RGB2026.04 | 0.031 | — | — | — | — | — | 88.4 | 0.839 | — | — | |
| PRBENetPub.Year=TMM.25, Modality=RGB2026.04 | 0.031 | — | — | — | 0.931 | — | 88.7 | 0.845 | — | — | |
| MHENetModality=RGB2026.04 | 0.031 | — | — | — | 0.936 | — | 89.5 | 0.851 | — | — | |
| MultiCOSPub.Year=Arxiv.25, Modality=RGB-D2026.04 | 0.031 | — | — | — | — | — | 89 | — | — | — | |
| HQSAM*Pub. Year=NeurIPS’23, SAM-based=true2026.04 | 0.031 | — | — | — | 0.94 | — | 89.3 | — | 86.9 | — | |
| SAM-TTT*Pub. Year=MM’25, SAM-based=true2026.04 | 0.031 | — | — | — | 0.943 | — | 88.4 | — | 83.7 | — | |
| Ours-J2026.04 | 0.031 | — | — | — | 0.95 | — | 89.3 | — | 86.8 | — | |
| FSELPub./Year=ECCV’242026.03 | 0.03 | — | — | — | 0.941 | 0.852 | 89.2 | — | — | — | |
| ZoomNetxtPub. Year=TPAMI’242026.04 | 0.03 | — | — | — | 0.935 | — | 89.4 | — | 85.5 | — | |
| COMPrompter*Pub. Year=SCIS’25, SAM-based=true2026.04 | 0.03 | — | — | — | 0.955 | — | 90.7 | — | 87.6 | — | |
| CFRNGFLOPs=358.9, FPS=18.72026.04 | 0.03 | — | — | — | — | — | 89.5 | — | 85.3 | 94.3 | |
| RUNBackbone=PVT V22026.05 | 0.03 | — | — | — | 0.94 | 0.868 | 89.2 | — | — | — | |
| VSCodeBackbone=DINOv2-L2026.05 | 0.03 | — | — | — | 0.94 | 0.867 | 89.5 | — | — | — | |
| Samba+Venue=Ours2026.02 | 0.029 | 89.8 | — | — | 0.935 | 0.858 | — | — | — | — | |
| MHENetModality=RGB-D2026.04 | 0.029 | — | — | — | 0.939 | — | 90.2 | 0.859 | — | — | |
| UGDNetPub./Year=TMM’252026.03 | 0.028 | — | — | — | 0.943 | 0.862 | 89.5 | — | — | — | |
| ESCNetPub. Year=ICCV’252026.04 | 0.028 | — | — | — | 0.941 | — | 89.2 | — | 85.9 | — | |
| Ours2026.04 | 0.028 | — | — | — | 0.943 | — | 90.2 | — | 88 | — | |
| CamoDiffBackbone=PVT V22026.05 | 0.028 | — | — | — | 0.942 | 0.858 | 89.5 | — | — | — | |
| RIDEBackbone=PVT V22026.05 | 0.027 | — | — | — | 0.948 | 0.883 | 89.8 | — | — | — | |
| CGCODPub./Year=ACMMM’252026.03 | 0.026 | — | — | — | 0.949 | 0.869 | 90.4 | — | — | — | |
| LGSANPub./Year=Ours2026.03 | 0.026 | — | — | — | 0.949 | 0.869 | 90.3 | — | — | — | |
| C3NetBackbone=DINOv2-L2026.05 | 0.024 | — | — | — | 0.958 | 0.894 | 91.3 | — | — | — | |
| RIDEBackbone=DINOv2-L2026.05 | 0.019 | — | — | — | 0.969 | 0.914 | 92.1 | — | — | — | |
| PopNetTask=RGB-D2023.11 | — | 86.1 | 84.3 | 91.9 | — | — | — | — | — | — | |
| VSCode-TTask=ZS RGB-D, zero-shot=true2023.11 | — | 90.2 | 89.4 | 95 | — | — | — | — | — | — | |
| VSCode-TTask=RGB2023.11 | — | 87.4 | 85.3 | 93 | — | — | — | — | — | — |