Camouflaged Object Detection on CHAMELEON
93.3S-measure (S_alpha)SARNet
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| SARNetSupervision=Fully supervised2026.03 | 93.3 | — | 97.8 | — | 90.9 | 0.017 | — | — | — | — | |
| RIDEBackbone=DINOv2-L2026.05 | 93.3 | 92 | — | 1.4 | — | — | 97.8 | — | — | — | |
| C3NetBackbone=DINOv2-L2026.05 | 92.7 | 90.5 | — | 1.6 | — | — | 96.8 | — | — | — | |
| MHENetModality=RGB-D2026.04 | 92.6 | — | — | 1.8 | — | — | 96.6 | 89.1 | — | — | |
| MultiCOSPub.Year=Arxiv.25, Modality=RGB-D2026.04 | 92.3 | — | — | 1.8 | — | — | — | — | — | — | |
| ZoomNetxtPub. Year=TPAMI’242026.04 | 92.3 | — | — | 1.7 | 88.6 | — | — | — | — | — | |
| MM-SAM*Pub. Year=ICCV’25, SAM-based=true2026.04 | 92.3 | — | — | 2.7 | 85.3 | — | — | — | — | — | |
| RUNBackbone=PVT V2, CurriSeg training=true2026.02 | 92.2 | 89.3 | 97.1 | 1.9 | — | — | — | — | — | — | |
| ARNetSource=20252025.12 | 92.1 | — | 96.4 | — | 88.3 | 0.019 | — | — | — | — | |
| HitNetSupervision=Fully supervised2026.03 | 92.1 | — | 97.2 | — | 89.7 | 0.019 | — | — | — | — | |
| Samba+Venue=Ours2026.02 | 92 | 87.9 | 95.4 | 1.8 | — | — | — | — | — | — | |
| RIDEBackbone=PVT V22026.05 | 92 | 88.6 | — | 2 | — | — | 96.5 | — | — | — | |
| DRFNetSource=TCSVT242025.12 | 91.8 | — | 95.9 | — | 88 | 0.019 | — | — | — | — | |
| PRBE-NetSource=TMM252025.12 | 91.8 | — | 95.1 | — | 87.8 | 0.02 | — | — | — | — | |
| PRBENetPub.Year=TMM.25, Modality=RGB2026.04 | 91.8 | — | — | 2 | — | — | 95.1 | 87.8 | — | — | |
| SENetPub.Year=TIP.25, Modality=RGB2026.04 | 91.8 | — | — | 1.9 | — | — | 95.7 | 87.8 | — | — | |
| MAGNetPub.Year=KBS.24, Modality=RGB-D2026.04 | 91.7 | — | — | 1.9 | — | — | 96.3 | 87.6 | — | — | |
| RUNBackbone=PVT V2, CurriSeg training=false2026.02 | 91.6 | 87.7 | 95.8 | 2.1 | — | — | — | — | — | — | |
| RUNSource=ICML252025.12 | 91.6 | — | 95.8 | — | 87.7 | 0.021 | — | — | — | — | |
| SENetGFLOPs=142.3, FPS=41.72026.04 | 91.6 | — | 95.3 | 2 | 87.3 | — | — | — | — | — | |
| RUNBackbone=PVT V22026.05 | 91.6 | 87.7 | — | 2.1 | — | — | 95.8 | — | — | — | |
| SAM-Adapter*Pub. Year=ICCV’23, SAM-based=true2026.04 | 91.5 | — | — | 3.3 | 82.4 | — | — | — | — | — | |
| SAM2-Adapter*Pub. Year=ICCVW’24, SAM-based=true2026.04 | 91.5 | — | — | 1.8 | 88.9 | — | — | — | — | — | |
| VSCodeBackbone=DINOv2-L2026.05 | 91.5 | 88.2 | — | 2 | — | — | 95.4 | — | — | — | |
| FPNetSource=MM232025.12 | 91.4 | — | — | — | 85.6 | 0.022 | — | — | — | — | |
| PRNetSource=TCSVT242025.12 | 91.4 | — | 96 | — | — | 0.02 | — | — | — | — | |
| DSNetPub.Year=ICME.25, Modality=RGB2026.04 | 91.4 | — | — | 2.2 | — | — | — | 86.7 | — | — | |
| MHENetModality=RGB2026.04 | 91.4 | — | — | 2.2 | — | — | 96.6 | 87.2 | — | — | |
| SARNetSource=TCSVT232025.12 | 91.2 | — | 95.7 | — | 87.1 | 0.021 | — | — | — | — | |
| MSCAF-NetSupervision=Fully supervised2026.03 | 91.2 | — | 97 | — | 86.5 | 0.022 | — | — | — | — | |
| MSCAFPub.Year=TCSVT.23, Modality=RGB2026.04 | 91.2 | — | — | 2.2 | — | — | 95.8 | 86.5 | — | — | |
| FP32Model=CFRN, Quantization Bits=FP322026.04 | 91.2 | 89.8 | — | — | 87.5 | 0.019 | — | — | 96.1 | — | |
| NaiveModel=CFRN, Quantization Bits=W8A82026.04 | 91.2 | 89.7 | — | — | 87.5 | 0.019 | — | — | 96.1 | — | |
| RUNBackbone=Res2Net50, CurriSeg training=true2026.02 | 91.1 | 89.1 | 96.3 | 2.3 | — | — | — | — | — | — | |
| UEDGPub.Year=TMM.23, Modality=RGB2026.04 | 91.1 | — | — | 2.3 | — | — | 95.8 | 86.6 | — | — | |
| CATPBackbone=SENet, GFLOPs=100.4, FPS=45.52026.04 | 91.1 | — | 94.5 | 2 | 86.2 | — | — | — | — | — | |
| RIDEBackbone=Res2Net502026.05 | 91.1 | 88.6 | — | 2.3 | — | — | 96 | — | — | — | |
| CamoFormer-PSupervision=Fully supervised2026.03 | 91 | — | 96.6 | — | 86.5 | 0.022 | — | — | — | — | |
| PopNetPub. Year=ICCV’232026.04 | 91 | — | — | 2.2 | 89.3 | — | — | — | — | — | |
| CamoDiffBackbone=PVT V2, CurriSeg training=false2026.02 | 90.8 | 86.8 | 95.2 | 2.2 | — | — | — | — | — | — | |
| FSPNetSupervision=Fully supervised2026.03 | 90.8 | — | 96.5 | — | 85.1 | 0.023 | — | — | — | — | |
| FSPNetPub.Year=CVPR.23, Modality=RGB2026.04 | 90.8 | — | — | 2.3 | — | — | 94.3 | 85.1 | — | — | |
| CamoDiffBackbone=PVT V22026.05 | 90.8 | 86.8 | — | 2.2 | — | — | 95.2 | — | — | — | |
| HitNetVenue=AAAI 20232026.02 | 90.7 | 86.1 | 94.4 | 2.4 | — | — | — | — | — | — | |
| RUNBackbone=Res2Net50, CurriSeg training=false2026.02 | 90.7 | 87.9 | 95.6 | 2.4 | — | — | — | — | — | — | |
| RUNBackbone=Res2Net502026.05 | 90.7 | 87.9 | — | 2.4 | — | — | 95.6 | — | — | — | |
| CamoFocusVenue=WACV 20242026.02 | 90.6 | 86.9 | 95.3 | 2.3 | — | — | — | — | — | — | |
| FEDERSource=CVPR232025.12 | 90.6 | — | 95.9 | — | 86.9 | 0.023 | — | — | — | — | |
| COMPrompter*Pub. Year=SCIS’25, SAM-based=true2026.04 | 90.6 | — | — | 2.6 | 85.7 | — | — | — | — | — | |
| CFRNGFLOPs=358.9, FPS=18.72026.04 | 90.6 | — | 96.3 | 2.2 | 85.8 | — | — | — | — | — | |
| NaiveModel=CFRN, Quantization Bits=W4A82026.04 | 90.6 | 88.6 | — | — | 86.3 | 0.021 | — | — | 95.9 | — | |
| ICEGPub.Year=ICLR.24, Modality=RGB2026.04 | 90.5 | — | — | 2.3 | — | — | 95.9 | 86 | — | — | |
| OAFormerSource=ICME232025.12 | 90.4 | — | 96 | — | 85.8 | 0.023 | — | — | — | — | |
| CATPBackbone=CFRN, GFLOPs=219.8, FPS=25.22026.04 | 90.4 | — | 96.2 | 2.3 | 85.1 | — | — | — | — | — | |
| ZoomNetSource=CVPR222025.12 | 90.2 | — | — | — | 84.5 | 0.023 | — | — | — | — | |
| ZoomNetSupervision=Fully supervised2026.03 | 90.2 | — | 95.8 | — | 84.5 | 0.023 | — | — | — | — | |
| ZoomNetPub.Year=CVPR.22, Modality=RGB2026.04 | 90.2 | — | — | 2.3 | — | — | 94.3 | 84.5 | — | — | |
| FGANetPub. Year=NeurIPS’232026.04 | 90.2 | — | — | 3 | 84 | — | — | — | — | — | |
| FCL-CODSupervision=Bounding box, Backbone=SAM-L2026.03 | 90.1 | — | 95.4 | — | 85.6 | 0.026 | — | — | — | — | |
| BGNetPub.Year=IJCAI.22, Modality=RGB2026.04 | 90.1 | — | — | 2.7 | — | — | 94.3 | 85 | — | — | |
| RUNBackbone=ResNet50, CurriSeg training=true2026.02 | 90 | 86.3 | 96 | 2.5 | — | — | — | — | — | — | |
| RIDEBackbone=ResNet502026.05 | 90 | 86.8 | — | 2.6 | — | — | 95.8 | — | — | — | |
| PlantCamoPub. Year=AIR’252026.04 | 89.9 | — | — | 3 | 85.3 | — | — | — | — | — | |
| Naive W8A8Precision=W8A82026.04 | 89.88 | 88.52 | — | — | 86.73 | 0.0226 | — | — | 95.17 | — | |
| FP32Precision=FP322026.04 | 89.85 | 88.5 | — | — | 86.72 | 0.0226 | — | — | 95.25 | — | |
| FEDERBackbone=ResNet50, CurriSeg training=true2026.02 | 89.8 | 85.8 | 95.2 | 2.6 | — | — | — | — | — | — | |
| FSELBackbone=ResNet50, CurriSeg training=true2026.02 | 89.8 | 85.6 | 94.9 | 2.8 | — | — | — | — | — | — | |
| CamoFormer-RSupervision=Fully supervised2026.03 | 89.8 | — | 95.6 | — | 84.7 | 0.025 | — | — | — | — | |
| SAM-AdapterSupervision=Fully supervised2026.03 | 89.6 | — | 91.9 | — | 82.4 | 0.033 | — | — | — | — | |
| DaCodPub. Year=MM’232026.04 | 89.6 | — | — | 2.6 | 83.5 | — | — | — | — | — | |
| PreyNetBackbone=ResNet50, CurriSeg training=false2026.02 | 89.5 | 84.4 | 94.8 | 2.7 | — | — | — | — | — | — | |
| RUNBackbone=ResNet50, CurriSeg training=false2026.02 | 89.5 | 85.5 | 95.2 | 2.7 | — | — | — | — | — | — | |
| BSA-NetBackbone=Res2Net50, CurriSeg training=false2026.02 | 89.5 | 85.1 | 94.6 | 2.7 | — | — | — | — | — | — | |
| RUNBackbone=ResNet502026.05 | 89.5 | 85.5 | — | 2.7 | — | — | 95.2 | — | — | — | |
| BSA-NetBackbone=Res2Net502026.05 | 89.5 | 85.1 | — | 2.7 | — | — | 94.6 | — | — | — | |
| Uncertainty-aware Joint Salient Object and Camouflaged Object Detection2021.04 | 89.4 | 84.8 | 94.3 | 3 | — | — | — | — | — | — | |
| Rank-Netvariant=full_cod2021.03 | 89.3 | 83.9 | 93.8 | 3.3 | — | — | — | — | — | — | |
| C2F-NetYear=2022, Backbone=Res2Net-502022.07 | 89.3 | 83.6 | 94.7 | — | 84.5 | 0.028 | — | — | — | — | |
| FSELVenue=ECCV 20242026.02 | 89.3 | 84.7 | 94.1 | 2.9 | — | — | — | — | — | — | |
| FSELBackbone=ResNet50, CurriSeg training=false2026.02 | 89.3 | 84.7 | 94.1 | 2.9 | — | — | — | — | — | — | |
| C2FNet-v2Source=TCSVT222025.12 | 89.3 | — | 94.7 | — | 84.5 | 0.028 | — | — | — | — | |
| Naive W4A8Precision=W4A82026.04 | 89.3 | 87.44 | — | — | 85.59 | 0.0227 | — | — | 94.25 | — | |
| FSELBackbone=ResNet502026.05 | 89.3 | 84.7 | — | 2.9 | — | — | 94.1 | — | — | — | |
| FEDERVenue=CVPR 20232026.02 | 89.2 | 85 | 94.4 | 2.8 | — | — | — | — | — | — | |
| FEDERBackbone=ResNet50, CurriSeg training=false2026.02 | 89.2 | 85 | 94.4 | 2.8 | — | — | — | — | — | — | |
| FEDERBackbone=ResNet502026.05 | 89.2 | 85 | — | 2.8 | — | — | 94.4 | — | — | — | |
| FGANetVenue=NeurIPS 20232026.02 | 89.1 | 83.8 | 94.5 | 3 | — | — | — | — | — | — | |
| MGL-RBackbone=ResNet50, CurriSeg training=false2026.02 | 89.1 | 82.5 | 91.7 | 3.1 | — | — | — | — | — | — | |
| UGTRSupervision=Fully supervised2026.03 | 89.1 | — | 95.5 | — | 83.3 | 0.03 | — | — | — | — | |
| FGANetBackbone=ResNet502026.05 | 89.1 | 83.8 | — | 3 | — | — | 94.5 | — | — | — | |
| LSRYear=2021, Backbone=ResNet-502022.07 | 89 | 83.5 | 93.6 | — | 82.2 | 0.03 | — | — | — | — | |
| FocusDiffVenue=ECCV 20242026.02 | 89 | 84.3 | 93.8 | 2.8 | — | — | — | — | — | — | |
| FocusDiffPub. Year=ECCV’242026.04 | 89 | — | — | 2.8 | 84.3 | — | — | — | — | — | |
| FocusDiffBackbone=ResNet502026.05 | 89 | 84.3 | — | 2.8 | — | — | 93.8 | — | — | — | |
| COD-TDQPrecision=W4A42026.04 | 88.99 | 87.06 | — | — | 85.17 | 0.0234 | — | — | 95.57 | — | |
| COD-TDQBackbone=ESCNet2026.04 | 88.99 | — | — | — | — | — | — | — | — | 0.0893 | |
| C2F-NetYear=20212021.05 | 88.8 | 82.8 | 93.5 | 3.2 | — | — | — | — | — | — | |
| Basic+ACFM+DGCMVersion=No.42021.05 | 88.8 | 82.8 | 93.5 | 3.2 | — | — | — | — | — | — | |
| SINet-v2Source=TPAMI222025.12 | 88.8 | — | 94.2 | — | 81.6 | 0.03 | — | — | — | — | |
| SAM-DSA*Pub. Year=ICCV’25, SAM-based=true2026.04 | 88.8 | — | — | 3.1 | 84.1 | — | — | — | — | — |