# Privacy-Preserving Image Classification on TinyImageNet (train) Source: [Privacy-Preserving Image Classification on TinyImageNet (train)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:40:33.946Z Evaluation of Privacy-Preserving Image Classification performance on the training split of the TinyImageNet 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 | Privacy-Preserving Image Classification | | Dataset (including any stated split) | TinyImageNet (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 | 0.0025 | Not recorded | 68fa77c91e209131cea7556d | | Bottleneck | 0.0107 | Not recorded | 68fa77c91e209131cea7556d | | Bottleneck+CEM | 0.014 | Not recorded | 68fa77c91e209131cea7556d | | DistCorr | 0.0148 | Not recorded | 68fa77c91e209131cea7556d | | Noise\_Nopeek | 0.0161 | Not recorded | 68fa77c91e209131cea7556d | | Dropout | 0.0165 | Not recorded | 68fa77c91e209131cea7556d | | ResSFL | 0.0173 | Not recorded | 68fa77c91e209131cea7556d | | Noise\_Nopeek+CEM | 0.0183 | Not recorded | 68fa77c91e209131cea7556d | | PATROL | 0.0187 | Not recorded | 68fa77c91e209131cea7556d | | Dropout+CEM | 0.0188 | Not recorded | 68fa77c91e209131cea7556d | | DistCorr+CEM | 0.0195 | Not recorded | 68fa77c91e209131cea7556d | | ResSFL+CEM | 0.0197 | Not recorded | 68fa77c91e209131cea7556d | | PATROL+CEM | 0.0211 | Not recorded | 68fa77c91e209131cea7556d | | Noise\_ARL | 0.0229 | Not recorded | 68fa77c91e209131cea7556d | | Noise\_ARL+CEM | 0.0281 | Not recorded | 68fa77c91e209131cea7556d | ### No\_defense Dec.-based MSE: 0.0025. Result ID: 699569f43badfaffe65de5fc. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### Bottleneck Dec.-based MSE: 0.0107. Result ID: 699569f43badfaffe65de5fd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### Bottleneck+CEM Dec.-based MSE: 0.014. Result ID: 699569f43badfaffe65de5fe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### DistCorr Dec.-based MSE: 0.0148. Result ID: 699569f43badfaffe65de5ff. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### Noise\_Nopeek Dec.-based MSE: 0.0161. Result ID: 699569f43badfaffe65de607. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### Dropout Dec.-based MSE: 0.0165. Result ID: 699569f43badfaffe65de601. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### ResSFL Dec.-based MSE: 0.0173. Result ID: 699569f43badfaffe65de605. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### Noise\_Nopeek+CEM Dec.-based MSE: 0.0183. Result ID: 699569f43badfaffe65de608. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### PATROL Dec.-based MSE: 0.0187. Result ID: 699569f43badfaffe65de603. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### Dropout+CEM Dec.-based MSE: 0.0188. Result ID: 699569f43badfaffe65de602. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### DistCorr+CEM Dec.-based MSE: 0.0195. Result ID: 699569f43badfaffe65de600. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### ResSFL+CEM Dec.-based MSE: 0.0197. Result ID: 699569f43badfaffe65de606. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### PATROL+CEM Dec.-based MSE: 0.0211. Result ID: 699569f43badfaffe65de604. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### Noise\_ARL Dec.-based MSE: 0.0229. Result ID: 699569f43badfaffe65de609. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### Noise\_ARL+CEM Dec.-based MSE: 0.0281. Result ID: 699569f43badfaffe65de60a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction. Page 1 of 1. 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