Camouflaged Object Detection on CHAMELEON (76)
92.3Sm ScoreVLSAM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| VLSAMFoundation Model=true, Extra Data=true, TTA=false2026.05 | 92.3 | 94.6 | 85.3 | 2.7 | |
| CamoFormerFoundation Model=false, Extra Data=false, TTA=true, HCL=true2026.05 | 92.3 | 96.6 | 88.3 | 1.9 | |
| HitNetFoundation Model=false, Extra Data=true, TTA=false, Resolution=Multi-scale2026.05 | 92.2 | 97 | 90.3 | 1.8 | |
| SpiderFoundation Model=false, Extra Data=true, TTA=true, HCL=true2026.05 | 91.9 | 96.3 | 86.8 | 2.2 | |
| PopNetFoundation Model=false, Extra Data=true, TTA=false2026.05 | 91.7 | 96.5 | 87.5 | 2 | |
| FPNetFoundation Model=false, Extra Data=false, TTA=false2026.05 | 91.4 | 96 | 86.8 | 2.2 | |
| CamoFormerFoundation Model=false, Extra Data=false, TTA=false2026.05 | 91 | 95.7 | 86.6 | 2.2 | |
| FSPNetFoundation Model=false, Extra Data=false, TTA=false2026.05 | 90.8 | 94.3 | 85.1 | 2.3 | |
| FEDERFoundation Model=false, Extra Data=false, TTA=false2026.05 | 90.7 | 96.4 | — | 2.5 | |
| SpiderFoundation Model=false, Extra Data=false, TTA=false2026.05 | 90.6 | 95.1 | 84.8 | 2.5 | |
| ZoomNetFoundation Model=false, Extra Data=true, TTA=false, Resolution=Multi-scale2026.05 | 90.2 | 95.8 | 84.5 | 2.3 | |
| PreyNetFoundation Model=false, Extra Data=true, TTA=false, Resolution=Multi-scale2026.05 | 89.5 | 95.1 | 84.4 | 2.8 | |
| RUNFoundation Model=false, Extra Data=false, TTA=false2026.05 | 89.5 | 95.2 | — | 2.7 | |
| MGLFoundation Model=false, Extra Data=false, TTA=false2026.05 | 89.3 | 92.3 | 81.3 | 3 | |
| LSRFoundation Model=false, Extra Data=false, TTA=false2026.05 | 89.3 | 93.8 | 83.9 | 3.3 | |
| Base-P (Ours)Foundation Model=false, Extra Data=false, TTA=true, Backbone=PVT-v2, HCL=true2026.05 | 89.3 | 96.2 | 85.3 | 2.3 | |
| UGTRFoundation Model=false, Extra Data=false, TTA=false2026.05 | 88.8 | 94 | 79.4 | 3.1 | |
| SINet-v2Foundation Model=false, Extra Data=false, TTA=false2026.05 | 88.8 | 94.2 | 81.6 | 3 | |
| COMPrompterFoundation Model=true, Extra Data=false, TTA=false2026.05 | 88.4 | 94.6 | 83 | 3 | |
| PFNetFoundation Model=false, Extra Data=false, TTA=false2026.05 | 88.2 | 93.1 | 81 | 3.3 | |
| Base-R (Ours)Foundation Model=false, Extra Data=false, TTA=true, Backbone=ResNet50, HCL=true2026.05 | 88 | 94.9 | 84 | 2.5 | |
| SINetFoundation Model=false, Extra Data=false, TTA=false2026.05 | 87.2 | 94.6 | 80.6 | 3.4 | |
| EVPFoundation Model=false, Extra Data=false, TTA=false2026.05 | 87.1 | 91.7 | 79.5 | 3.6 | |
| DSAMFoundation Model=true, Extra Data=true, TTA=true, HCL=true2026.05 | 86.8 | 93.7 | 80.7 | 4.1 | |
| PraNetFoundation Model=false, Extra Data=false, TTA=false2026.05 | 86 | 89.8 | 76.3 | 4.4 | |
| DSAMFoundation Model=true, Extra Data=true, TTA=false2026.05 | 85.3 | 92.4 | 78.5 | 4.5 |