Camouflaged Object Detection on CAMO CF-COD paired benchmark (test)
88.8Do ScoreCFCamo-4B (LoRA)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CFCamo-4B (LoRA)Backbone=Qwen3-VL-4B2026.05 | 88.8 | 92.4 | 81.6 | |
| CFCamo-4B (Full FT)Backbone=Qwen3-VL-4B2026.05 | 86 | 92.8 | 80 | |
| Seg-R1-7BBackbone=Qwen2.5-VL-7B2026.05 | 78.4 | 67.2 | 51.6 | |
| SFT-only (r=1:1)Backbone=Qwen3-VL-4B2026.05 | 72 | 86.4 | 61.2 | |
| BaseBackbone=Qwen3-VL-4B2026.05 | 68 | 92 | 60.8 |