Camouflaged Object Detection on COD10K CF-COD (test)
94Do ScoreCFCamo-4B (LoRA)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CFCamo-4B (LoRA)Backbone=Qwen3-VL-4B2026.05 | 94 | 94.2 | 88.2 | |
| CFCamo-4B (Full FT)Backbone=Qwen3-VL-4B2026.05 | 92.3 | 95.3 | 87.7 | |
| Seg-R1-7BBackbone=Qwen2.5-VL-7B2026.05 | 81.2 | 62.1 | 48.5 | |
| BaseBackbone=Qwen3-VL-4B2026.05 | 73.9 | 88.7 | 64.6 | |
| SFT-only (r=1:1)Backbone=Qwen3-VL-4B2026.05 | 54 | 96 | 50.4 |