# Camouflaged Object Detection on NC4K (S\_alpha, F\_m\_beta, MAE) Source: [Camouflaged Object Detection on NC4K (S\_alpha, F\_m\_beta, MAE)]() Collection index: [llms.txt]() Data updated: 2026-04-21T08:21:43.053Z Evaluation of Camouflaged Object Detection performance on the NC4K dataset, reporting specialized metrics S\_alpha, F\_w\_beta, E\_m, F\_m\_beta, and 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) | NC4K | | Metric | S\_alpha | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 31 of 31 | | 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 - [S\_alpha](): Higher is better; unit: PERCENT. - [F\_w\_beta](): Higher is better; unit: PERCENT. - [E\_m](): Higher is better; unit: PERCENT. - [F\_m\_beta](): Higher is better; unit: PERCENT. - [MAE](): Lower is better; unit: PERCENT. ## Recorded results | Method | S\_alpha | Result date | Report paper | | --- | --- | --- | --- | | FP32 | 89.3 | Not recorded | 69e704747d0172140ec7ebe5 | | W8A8 | 89.3 | Not recorded | 69e704747d0172140ec7ebe5 | | FP32 | 88.8 | Not recorded | 69e704747d0172140ec7ebe5 | | W4A8 | 88.8 | Not recorded | 69e704747d0172140ec7ebe5 | | Naive | 88.7 | Not recorded | 69e704747d0172140ec7ebe5 | | Naive | 88.2 | Not recorded | 69e704747d0172140ec7ebe5 | | COD-TDQ | 88.1 | Not recorded | 69e704747d0172140ec7ebe5 | | COD-TDQ | 83.7 | Not recorded | 69e704747d0172140ec7ebe5 | | IGQ | 81.8 | Not recorded | 69e704747d0172140ec7ebe5 | | RepQ | 81.8 | Not recorded | 69e704747d0172140ec7ebe5 | | PTQ4S | 76.8 | Not recorded | 69e704747d0172140ec7ebe5 | | FIMA | 74.8 | Not recorded | 69e704747d0172140ec7ebe5 | | PTQ4V | 72.3 | Not recorded | 69e704747d0172140ec7ebe5 | | RepQ-ViT | 71.8 | Not recorded | 69e704747d0172140ec7ebe5 | | Noisy | 71.4 | Not recorded | 69e704747d0172140ec7ebe5 | | IGQ-ViT | 71 | Not recorded | 69e704747d0172140ec7ebe5 | | PTQ4SAM | 70.2 | Not recorded | 69e704747d0172140ec7ebe5 | | ARCQuant | 68.3 | Not recorded | 69e704747d0172140ec7ebe5 | | FIMA-Q | 66.3 | Not recorded | 69e704747d0172140ec7ebe5 | | PQ | 60.9 | Not recorded | 69e704747d0172140ec7ebe5 | | GELU | 58.1 | Not recorded | 69e704747d0172140ec7ebe5 | | ORQ | 57.6 | Not recorded | 69e704747d0172140ec7ebe5 | | PQ-SAM | 47.4 | Not recorded | 69e704747d0172140ec7ebe5 | | PTQ4ViT | 45.6 | Not recorded | 69e704747d0172140ec7ebe5 | | SmoothQuant | 45.2 | Not recorded | 69e704747d0172140ec7ebe5 | | NoisyQuant | 45 | Not recorded | 69e704747d0172140ec7ebe5 | | post-GELU | 45 | Not recorded | 69e704747d0172140ec7ebe5 | | Naive | 44.3 | Not recorded | 69e704747d0172140ec7ebe5 | | AHCPTQ | 44.2 | Not recorded | 69e704747d0172140ec7ebe5 | | QuaRTZ | 44.1 | Not recorded | 69e704747d0172140ec7ebe5 | | ORQ-ViT | 44 | Not recorded | 69e704747d0172140ec7ebe5 | ### FP32 S\_alpha: 89.3. Result ID: 69e7339247f34ce924cd5a79. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ESCNet","Quantization":"FP32"}. This record does not assert independent reproduction. ### W8A8 S\_alpha: 89.3. Result ID: 69e7339247f34ce924cd5a7a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ESCNet","Quantization":"W8A8"}. This record does not assert independent reproduction. ### FP32 S\_alpha: 88.8. Result ID: 69e7339247f34ce924cd5a57. [Reporting paper]() Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"FP32"}. This record does not assert independent reproduction. ### W4A8 S\_alpha: 88.8. Result ID: 69e7339247f34ce924cd5a7b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ESCNet","Quantization":"W4A8"}. This record does not assert independent reproduction. ### Naive S\_alpha: 88.7. Result ID: 69e7339247f34ce924cd5a58. [Reporting paper]() Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W8A8"}. This record does not assert independent reproduction. ### Naive S\_alpha: 88.2. Result ID: 69e7339247f34ce924cd5a59. [Reporting paper]() Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W4A8"}. This record does not assert independent reproduction. ### COD-TDQ S\_alpha: 88.1. Result ID: 69e7339247f34ce924cd5a85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ESCNet","Quantization":"W4A4"}. This record does not assert independent reproduction. ### COD-TDQ S\_alpha: 83.7. Result ID: 69e7339247f34ce924cd5a68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W4A4"}. This record does not assert independent reproduction. ### IGQ S\_alpha: 81.8. Result ID: 69e7339247f34ce924cd5a83. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ESCNet","Quantization":"W4A4"}. This record does not assert independent reproduction. ### RepQ S\_alpha: 81.8. Result ID: 69e7339247f34ce924cd5a84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ESCNet","Quantization":"W4A4"}. This record does not assert independent reproduction. ### PTQ4S S\_alpha: 76.8. Result ID: 69e7339247f34ce924cd5a82. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ESCNet","Quantization":"W4A4"}. This record does not assert independent reproduction. ### FIMA S\_alpha: 74.8. Result ID: 69e7339247f34ce924cd5a81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ESCNet","Quantization":"W4A4"}. This record does not assert independent reproduction. ### PTQ4V S\_alpha: 72.3. Result ID: 69e7339247f34ce924cd5a80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ESCNet","Quantization":"W4A4"}. This record does not assert independent reproduction. ### RepQ-ViT S\_alpha: 71.8. Result ID: 69e7339247f34ce924cd5a67. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W4A4"}. This record does not assert independent reproduction. ### Noisy S\_alpha: 71.4. Result ID: 69e7339247f34ce924cd5a7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ESCNet","Quantization":"W4A4"}. This record does not assert independent reproduction. ### IGQ-ViT S\_alpha: 71. Result ID: 69e7339247f34ce924cd5a66. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W4A4"}. This record does not assert independent reproduction. ### PTQ4SAM S\_alpha: 70.2. Result ID: 69e7339247f34ce924cd5a65. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W4A4"}. This record does not assert independent reproduction. ### ARCQuant S\_alpha: 68.3. Result ID: 69e7339247f34ce924cd5a63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W4A4"}. This record does not assert independent reproduction. ### FIMA-Q S\_alpha: 66.3. Result ID: 69e7339247f34ce924cd5a64. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W4A4"}. This record does not assert independent reproduction. ### PQ S\_alpha: 60.9. Result ID: 69e7339247f34ce924cd5a7e. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ESCNet","Quantization":"W4A4"}. This record does not assert independent reproduction. ### GELU S\_alpha: 58.1. Result ID: 69e7339247f34ce924cd5a7d. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ESCNet","Quantization":"W4A4"}. This record does not assert independent reproduction. ### ORQ S\_alpha: 57.6. Result ID: 69e7339247f34ce924cd5a7c. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ESCNet","Quantization":"W4A4"}. This record does not assert independent reproduction. ### PQ-SAM S\_alpha: 47.4. Result ID: 69e7339247f34ce924cd5a60. [Reporting paper]() Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W4A4"}. This record does not assert independent reproduction. ### PTQ4ViT S\_alpha: 45.6. Result ID: 69e7339247f34ce924cd5a5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W4A4"}. This record does not assert independent reproduction. ### SmoothQuant S\_alpha: 45.2. Result ID: 69e7339247f34ce924cd5a5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W4A4"}. This record does not assert independent reproduction. ### NoisyQuant S\_alpha: 45. Result ID: 69e7339247f34ce924cd5a5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W4A4"}. This record does not assert independent reproduction. ### post-GELU S\_alpha: 45. Result ID: 69e7339247f34ce924cd5a5e. [Reporting paper]() Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W4A4"}. This record does not assert independent reproduction. ### Naive S\_alpha: 44.3. Result ID: 69e7339247f34ce924cd5a5a. [Reporting paper]() Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W4A4"}. This record does not assert independent reproduction. ### AHCPTQ S\_alpha: 44.2. Result ID: 69e7339247f34ce924cd5a62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W4A4"}. This record does not assert independent reproduction. ### QuaRTZ S\_alpha: 44.1. Result ID: 69e7339247f34ce924cd5a61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W4A4"}. This record does not assert independent reproduction. ### ORQ-ViT S\_alpha: 44. Result ID: 69e7339247f34ce924cd5a5d. [Reporting paper]() Recorded evaluation configuration: {"Model":"CFRN","Quantization Bits":"W4A4"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.