Camouflaged Object Detection on CAMO (250)
88.5SmCamoFormer
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CamoFormerFoundation Model=false, Extra Data=false, TTA=true, HCL=true2026.05 | 88.5 | 94 | 85 | 4.2 | |
| Base-P (Ours)Foundation Model=false, Extra Data=false, TTA=true, Backbone=PVT-v2, HCL=true2026.05 | 87.3 | 94 | 84 | 4 | |
| CamoFormerFoundation Model=false, Extra Data=false, TTA=false2026.05 | 87.2 | 92.9 | 83.1 | 4.6 | |
| SpiderFoundation Model=false, Extra Data=true, TTA=true, HCL=true2026.05 | 86.9 | 91.8 | 81.5 | 4.9 | |
| CamoDiffusion-VAEFoundation Model=false, Extra Data=false, TTA=false2026.05 | 86.8 | 92.6 | 82.7 | 4.7 | |
| SAMTTTFoundation Model=true, Extra Data=false, TTA=true2026.05 | 86.8 | 93.5 | 83.8 | 4.5 | |
| VLSAMFoundation Model=true, Extra Data=true, TTA=false2026.05 | 86.3 | 90.1 | 78.2 | 5.9 | |
| FSPNetFoundation Model=false, Extra Data=false, TTA=false2026.05 | 85.6 | 89.9 | 79.9 | 5 | |
| SpiderFoundation Model=false, Extra Data=false, TTA=false2026.05 | 85.5 | 90.8 | 79.9 | 5.3 | |
| COMPrompterFoundation Model=true, Extra Data=false, TTA=false2026.05 | 85.3 | 91.9 | 81.9 | 5.4 | |
| FPNetFoundation Model=false, Extra Data=false, TTA=false2026.05 | 85.1 | 91.2 | 80.2 | 5.6 | |
| DSAMFoundation Model=true, Extra Data=true, TTA=true, HCL=true2026.05 | 84.7 | 92.6 | 81.4 | 5.6 | |
| EVPFoundation Model=false, Extra Data=false, TTA=false2026.05 | 84.6 | 89.5 | 77.7 | 6.7 | |
| USCNetFoundation Model=true, Extra Data=true, TTA=false2026.05 | 84.5 | 88.6 | 79 | 4.9 | |
| HitNetFoundation Model=false, Extra Data=true, TTA=false, Resolution=Multi-scale2026.05 | 84.4 | 90.2 | 80.1 | 5.7 | |
| VSCodeFoundation Model=false, Extra Data=true, TTA=false2026.05 | 83.6 | 89.2 | 76.8 | 6 | |
| DSAMFoundation Model=true, Extra Data=true, TTA=false2026.05 | 83.2 | 91.3 | 79.4 | 6.1 | |
| Base-R (Ours)Foundation Model=false, Extra Data=false, TTA=true, Backbone=ResNet50, HCL=true2026.05 | 82.7 | 89.8 | 76.5 | 6.7 | |
| SINet-v2Foundation Model=false, Extra Data=false, TTA=false2026.05 | 82 | 88.2 | 74.3 | 7 | |
| ZoomNetFoundation Model=false, Extra Data=true, TTA=false, Resolution=Multi-scale2026.05 | 82 | 89.2 | 75.2 | 6.6 | |
| PopNetFoundation Model=false, Extra Data=true, TTA=false2026.05 | 80.8 | 85.9 | 74.4 | 7.7 | |
| FEDERFoundation Model=false, Extra Data=false, TTA=false2026.05 | 80.7 | 87.3 | — | 6.9 | |
| RUNFoundation Model=false, Extra Data=false, TTA=false2026.05 | 80.6 | 86.8 | — | 7 | |
| LSRFoundation Model=false, Extra Data=false, TTA=false2026.05 | 79.3 | 82.6 | 72.5 | 8.5 | |
| PreyNetFoundation Model=false, Extra Data=true, TTA=false, Resolution=Multi-scale2026.05 | 79 | 84.2 | 70.8 | 7.7 | |
| UGTRFoundation Model=false, Extra Data=false, TTA=false2026.05 | 78.5 | 85.9 | 68.6 | 8.6 | |
| PFNetFoundation Model=false, Extra Data=false, TTA=false2026.05 | 78.2 | 85.2 | 69.5 | 8.5 | |
| MGLFoundation Model=false, Extra Data=false, TTA=false2026.05 | 77.5 | 84.7 | 67.3 | 8.8 | |
| PraNetFoundation Model=false, Extra Data=false, TTA=false2026.05 | 76.9 | 83.3 | 66.3 | 9.4 | |
| SINetFoundation Model=false, Extra Data=false, TTA=false2026.05 | 75.1 | 77.1 | 60.6 | 10 |