# Camouflaged Object Detection on CAMO CF-COD paired benchmark (test) Source: [Camouflaged Object Detection on CAMO CF-COD paired benchmark (test)]() Collection index: [llms.txt]() Data updated: 2026-06-11T09:15:59.307Z Evaluation of Camouflaged Object Detection performance on the test split of the CAMO CF-COD paired benchmark, reporting metrics Do, Ac, and PA. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Camouflaged Object Detection | | Dataset (including any stated split) | CAMO CF-COD paired benchmark (test) | | Metric | Do Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 5 of 5 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Do Score](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. - [PA Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Do Score | Result date | Report paper | | --- | --- | --- | --- | | CFCamo-4B (LoRA) | 88.8 | Not recorded | 6a2a40e6d33dfb23e783914e | | CFCamo-4B (Full FT) | 86 | Not recorded | 6a2a40e6d33dfb23e783914e | | Seg-R1-7B | 78.4 | Not recorded | 6a2a40e6d33dfb23e783914e | | SFT-only (r=1:1) | 72 | Not recorded | 6a2a40e6d33dfb23e783914e | | Base | 68 | Not recorded | 6a2a40e6d33dfb23e783914e | ### CFCamo-4B (LoRA) Do Score: 88.8. Result ID: 6a2a7b97fbc373592c27d7bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-VL-4B"}. This record does not assert independent reproduction. ### CFCamo-4B (Full FT) Do Score: 86. Result ID: 6a2a7b97fbc373592c27d7bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-VL-4B"}. This record does not assert independent reproduction. ### Seg-R1-7B Do Score: 78.4. Result ID: 6a2a7b97fbc373592c27d7ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### SFT-only (r=1:1) Do Score: 72. Result ID: 6a2a7b97fbc373592c27d7b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-VL-4B"}. This record does not assert independent reproduction. ### Base Do Score: 68. Result ID: 6a2a7b97fbc373592c27d7b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-VL-4B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.