# Image Classification on Facescrub (train) Source: [Image Classification on Facescrub (train)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:40:33.961Z Evaluation of Image Classification performance on the training split of the Facescrub dataset, measured using Dec.-based MSE and GAN-based MSE. 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 | Image Classification | | Dataset (including any stated split) | Facescrub (train) | | Metric | Dec.-based MSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 15 of 15 | | 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 - [Dec.-based MSE](): Lower is better; unit: SCALAR. - [GAN-based MSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | Dec.-based MSE | Result date | Report paper | | --- | --- | --- | --- | | No\_defense | 0.0012 | Not recorded | 68fa77c91e209131cea7556d | | Bottleneck | 0.0025 | Not recorded | 68fa77c91e209131cea7556d | | Bottleneck+CEM | 0.0036 | Not recorded | 68fa77c91e209131cea7556d | | DistCorr | 0.0038 | Not recorded | 68fa77c91e209131cea7556d | | DistCorr+CEM | 0.0048 | Not recorded | 68fa77c91e209131cea7556d | | Dropout | 0.0052 | Not recorded | 68fa77c91e209131cea7556d | | Noise\_Nopeek | 0.0052 | Not recorded | 68fa77c91e209131cea7556d | | Dropout+CEM | 0.0074 | Not recorded | 68fa77c91e209131cea7556d | | Noise\_Nopeek+CEM | 0.0076 | Not recorded | 68fa77c91e209131cea7556d | | ResSFL | 0.0094 | Not recorded | 68fa77c91e209131cea7556d | | PATROL | 0.0099 | Not recorded | 68fa77c91e209131cea7556d | | Noise\_ARL | 0.0122 | Not recorded | 68fa77c91e209131cea7556d | | ResSFL+CEM | 0.0128 | Not recorded | 68fa77c91e209131cea7556d | | PATROL+CEM | 0.0166 | Not recorded | 68fa77c91e209131cea7556d | | Noise\_ARL+CEM | 0.0182 | Not recorded | 68fa77c91e209131cea7556d | ### No\_defense Dec.-based MSE: 0.0012. Result ID: 699569f43badfaffe65de699. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"VGG11"}. This record does not assert independent reproduction. ### Bottleneck Dec.-based MSE: 0.0025. Result ID: 699569f43badfaffe65de69a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11"}. This record does not assert independent reproduction. ### Bottleneck+CEM Dec.-based MSE: 0.0036. Result ID: 699569f43badfaffe65de69b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11"}. This record does not assert independent reproduction. ### DistCorr Dec.-based MSE: 0.0038. Result ID: 699569f43badfaffe65de69c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11"}. This record does not assert independent reproduction. ### DistCorr+CEM Dec.-based MSE: 0.0048. Result ID: 699569f43badfaffe65de69d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11"}. This record does not assert independent reproduction. ### Dropout Dec.-based MSE: 0.0052. Result ID: 699569f43badfaffe65de69e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11"}. This record does not assert independent reproduction. ### Noise\_Nopeek Dec.-based MSE: 0.0052. Result ID: 699569f43badfaffe65de6a4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11"}. This record does not assert independent reproduction. ### Dropout+CEM Dec.-based MSE: 0.0074. Result ID: 699569f43badfaffe65de69f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11"}. This record does not assert independent reproduction. ### Noise\_Nopeek+CEM Dec.-based MSE: 0.0076. Result ID: 699569f43badfaffe65de6a5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11"}. This record does not assert independent reproduction. ### ResSFL Dec.-based MSE: 0.0094. Result ID: 699569f43badfaffe65de6a2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11"}. This record does not assert independent reproduction. ### PATROL Dec.-based MSE: 0.0099. Result ID: 699569f43badfaffe65de6a0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11"}. This record does not assert independent reproduction. ### Noise\_ARL Dec.-based MSE: 0.0122. Result ID: 699569f43badfaffe65de6a6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11"}. This record does not assert independent reproduction. ### ResSFL+CEM Dec.-based MSE: 0.0128. Result ID: 699569f43badfaffe65de6a3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11"}. This record does not assert independent reproduction. ### PATROL+CEM Dec.-based MSE: 0.0166. Result ID: 699569f43badfaffe65de6a1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11"}. This record does not assert independent reproduction. ### Noise\_ARL+CEM Dec.-based MSE: 0.0182. Result ID: 699569f43badfaffe65de6a7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG11"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.