# Camouflaged Object Detection on CAMO (Sα, Fwβ, Em, Fmβ, MAE) Source: [Camouflaged Object Detection on CAMO (Sα, Fwβ, Em, Fmβ, MAE)]() Collection index: [llms.txt]() Data updated: 2026-04-21T08:21:42.976Z Evaluation of Camouflaged Object Detection performance on the CAMO dataset, reporting Structure Measure Alpha (Sα), Weighted F-beta (Fwβ), Error Map measure (Em), F-measure beta (Fmβ), and Mean Absolute Error (MAE). 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 | | Metric | Sα | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [Sα](): Higher is better; unit: PERCENT. - [Fwβ](): Higher is better; unit: PERCENT. - [Em](): Higher is better; unit: PERCENT. - [Fmβ](): Higher is better; unit: PERCENT. - [MAE](): Lower is better; unit: SCALAR. ## Recorded results | Method | Sα | Result date | Report paper | | --- | --- | --- | --- | | FP32 | 87.55 | Not recorded | 69e704747d0172140ec7ebe5 | | Naive W8A8 | 87.55 | Not recorded | 69e704747d0172140ec7ebe5 | | Naive W4A8 | 86.69 | Not recorded | 69e704747d0172140ec7ebe5 | | COD-TDQ | 85.28 | Not recorded | 69e704747d0172140ec7ebe5 | | RepQ-ViT | 77.07 | Not recorded | 69e704747d0172140ec7ebe5 | | IGQ-ViT | 75.11 | Not recorded | 69e704747d0172140ec7ebe5 | | PTQ4SAM | 72.09 | Not recorded | 69e704747d0172140ec7ebe5 | | FIMA-Q | 68.59 | Not recorded | 69e704747d0172140ec7ebe5 | | PTQ4ViT | 67.48 | Not recorded | 69e704747d0172140ec7ebe5 | | NoisyQuant | 65.11 | Not recorded | 69e704747d0172140ec7ebe5 | | PQ-SAM | 49.24 | Not recorded | 69e704747d0172140ec7ebe5 | | post-GELU | 47.16 | Not recorded | 69e704747d0172140ec7ebe5 | | ORQ-ViT | 46.82 | Not recorded | 69e704747d0172140ec7ebe5 | | Naive W4A4 | 46.8 | Not recorded | 69e704747d0172140ec7ebe5 | ### FP32 Sα: 87.55. Result ID: 69e7339247f34ce924cd59e9. [Reporting paper]() Recorded evaluation configuration: {"Precision":"FP32"}. This record does not assert independent reproduction. ### Naive W8A8 Sα: 87.55. Result ID: 69e7339247f34ce924cd59ea. [Reporting paper]() Recorded evaluation configuration: {"Precision":"W8A8"}. This record does not assert independent reproduction. ### Naive W4A8 Sα: 86.69. Result ID: 69e7339247f34ce924cd59eb. [Reporting paper]() Recorded evaluation configuration: {"Precision":"W4A8"}. This record does not assert independent reproduction. ### COD-TDQ Sα: 85.28. Result ID: 69e7339247f34ce924cd59f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Precision":"W4A4"}. This record does not assert independent reproduction. ### RepQ-ViT Sα: 77.07. Result ID: 69e7339247f34ce924cd59f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Precision":"W4A4"}. This record does not assert independent reproduction. ### IGQ-ViT Sα: 75.11. Result ID: 69e7339247f34ce924cd59f4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Precision":"W4A4"}. This record does not assert independent reproduction. ### PTQ4SAM Sα: 72.09. Result ID: 69e7339247f34ce924cd59f3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Precision":"W4A4"}. This record does not assert independent reproduction. ### FIMA-Q Sα: 68.59. Result ID: 69e7339247f34ce924cd59f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Precision":"W4A4"}. This record does not assert independent reproduction. ### PTQ4ViT Sα: 67.48. Result ID: 69e7339247f34ce924cd59f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Precision":"W4A4"}. This record does not assert independent reproduction. ### NoisyQuant Sα: 65.11. Result ID: 69e7339247f34ce924cd59f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Precision":"W4A4"}. This record does not assert independent reproduction. ### PQ-SAM Sα: 49.24. Result ID: 69e7339247f34ce924cd59ef. [Reporting paper]() Recorded evaluation configuration: {"Precision":"W4A4"}. This record does not assert independent reproduction. ### post-GELU Sα: 47.16. Result ID: 69e7339247f34ce924cd59ee. [Reporting paper]() Recorded evaluation configuration: {"Precision":"W4A4"}. This record does not assert independent reproduction. ### ORQ-ViT Sα: 46.82. Result ID: 69e7339247f34ce924cd59ed. [Reporting paper]() Recorded evaluation configuration: {"Precision":"W4A4"}. This record does not assert independent reproduction. ### Naive W4A4 Sα: 46.8. Result ID: 69e7339247f34ce924cd59ec. [Reporting paper]() Recorded evaluation configuration: {"Precision":"W4A4"}. This record does not assert independent reproduction. Page 1 of 1. 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