Camouflaged Object Detection on CAMO (Sm, Em, Fwβ, MAE)
0.874Weighted F-beta (Fwβ)Bi-CamoDiffusion
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Bi-CamoDiffusion2026.03 | 0.874 | 0.8971 | 0.9621 | 0.039 | — | |
| Ours2026.04 | 0.862 | — | — | 0.044 | 0.874 | |
| COMPrompter*Pub. Year=SCIS’25, SAM-based=true2026.04 | 0.858 | — | — | 0.044 | 0.882 | |
| FSEL2026.03 | 0.85 | 0.885 | 0.942 | 0.04 | — | |
| HQSAM*Pub. Year=NeurIPS’23, SAM-based=true2026.04 | 0.85 | — | — | 0.048 | 0.863 | |
| Ours-J2026.04 | 0.849 | — | — | 0.049 | 0.863 | |
| ESCNetPub. Year=ICCV’252026.04 | 0.843 | — | — | 0.044 | 0.871 | |
| SAM-DSA*Pub. Year=ICCV’25, SAM-based=true2026.04 | 0.839 | — | — | 0.047 | 0.866 | |
| SAM-TTT*Pub. Year=MM’25, SAM-based=true2026.04 | 0.838 | — | — | 0.045 | 0.868 | |
| ZoomNetxtPub. Year=TPAMI’242026.04 | 0.831 | — | — | 0.049 | 0.869 | |
| CamoDiffusion2026.03 | 0.8263 | 0.8659 | 0.9238 | 0.048 | — | |
| SAM2-Adapter*Pub. Year=ICCVW’24, SAM-based=true2026.04 | 0.81 | — | — | 0.051 | 0.855 | |
| SPNetPub. Year=ICCV’212026.04 | 0.807 | — | — | 0.083 | 0.783 | |
| FSPNetPub. Year=CVPR’232026.04 | 0.799 | — | — | 0.05 | 0.856 | |
| DaCodPub. Year=MM’232026.04 | 0.796 | — | — | 0.051 | 0.856 | |
| DSAM*Pub. Year=MM’24, SAM-based=true2026.04 | 0.794 | — | — | 0.061 | 0.832 | |
| MM-SAM*Pub. Year=ICCV’25, SAM-based=true2026.04 | 0.782 | — | — | 0.059 | 0.863 | |
| SPSNPub. Year=ECCV’222026.04 | 0.782 | — | — | 0.084 | 0.773 | |
| MedSAM*Pub. Year=Nature’24, SAM-based=true2026.04 | 0.779 | — | — | 0.065 | 0.82 | |
| ST-SAM*Pub. Year=MM’25, SAM-based=true2026.04 | 0.779 | — | — | 0.058 | 0.844 | |
| FocusDiffPub. Year=ECCV’242026.04 | 0.772 | — | — | 0.069 | 0.812 | |
| SAM-Adapter*Pub. Year=ICCV’23, SAM-based=true2026.04 | 0.765 | — | — | 0.07 | 0.847 | |
| PlantCamoPub. Year=AIR’252026.04 | 0.757 | — | — | 0.076 | 0.819 | |
| ZoomNet2026.03 | 0.7522 | 0.8197 | 0.877 | 0.0659 | — | |
| BGNet2026.03 | 0.7485 | 0.8116 | 0.8698 | 0.0734 | — | |
| FGANetPub. Year=NeurIPS’232026.04 | 0.748 | — | — | 0.068 | 0.803 | |
| PopNetPub. Year=ICCV’232026.04 | 0.744 | — | — | 0.077 | 0.808 | |
| SINet-v22026.03 | 0.7426 | 0.8201 | 0.8817 | 0.0705 | — | |
| FEDERPub. Year=CVPR’232026.04 | 0.738 | — | — | 0.071 | 0.802 | |
| OCENet2026.03 | 0.7234 | 0.8019 | 0.8518 | 0.0804 | — | |
| C2F-Net2026.03 | 0.7187 | 0.7961 | 0.8537 | 0.0799 | — | |
| BASNet2026.03 | 0.7174 | 0.7943 | 0.8511 | 0.0786 | — | |
| PFNet2026.03 | 0.6952 | 0.7823 | 0.841 | 0.0849 | — | |
| PFNetPub. Year=CVPR’212026.04 | 0.695 | — | — | 0.085 | 0.782 | |
| UGTR2026.03 | 0.6836 | 0.7839 | 0.8215 | 0.0863 | — | |
| MGL2026.03 | 0.6728 | 0.7755 | 0.816 | 0.0884 | — | |
| PraNet2026.03 | 0.6625 | 0.7692 | 0.8245 | 0.0942 | — | |
| GenSAM*Pub. Year=AAAI’24, SAM-based=true2026.04 | 0.659 | — | — | 0.113 | 0.719 | |
| SINet2026.03 | 0.6443 | 0.7454 | 0.8035 | 0.0915 | — | |
| MINet2026.03 | 0.637 | 0.748 | 0.7911 | 0.0903 | — | |
| SINetPub. Year=CVPR’202026.04 | 0.606 | — | — | 0.1 | 0.751 | |
| EGNet2026.03 | 0.6036 | 0.732 | 0.7996 | 0.1095 | — | |
| F3Net2026.03 | 0.5636 | 0.7113 | 0.7407 | 0.1087 | — | |
| UTNetPub. Year=TMM’252026.04 | 0.518 | — | — | 0.123 | 0.677 |