# Privacy-Preserving Image Classification on TinyImageNet (inference) Source: [Privacy-Preserving Image Classification on TinyImageNet (inference)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:30:28.735Z Evaluation of Privacy-Preserving Image Classification performance on the TinyImageNet dataset (inference mode), reporting accuracy and privacy leakage metrics such as 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 (inference) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher 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 - [Accuracy](): Higher is better; unit: PERCENT. - [Dec.-based MSE](): Lower is better; unit: SCALAR. - [GAN-based MSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | No\_defense | 53.73 | Not recorded | 68fa77c91e209131cea7556d | | Bottleneck | 52.77 | Not recorded | 68fa77c91e209131cea7556d | | Bottleneck+CEM | 52.25 | Not recorded | 68fa77c91e209131cea7556d | | ResSFL+CEM | 52.07 | Not recorded | 68fa77c91e209131cea7556d | | Noise\_Nopeek+CEM | 52.01 | Not recorded | 68fa77c91e209131cea7556d | | ResSFL | 51.99 | Not recorded | 68fa77c91e209131cea7556d | | DistCorr | 51.79 | Not recorded | 68fa77c91e209131cea7556d | | DistCorr+CEM | 51.78 | Not recorded | 68fa77c91e209131cea7556d | | PATROL | 51.75 | Not recorded | 68fa77c91e209131cea7556d | | PATROL+CEM | 51.64 | Not recorded | 68fa77c91e209131cea7556d | | Noise\_Nopeek | 51.63 | Not recorded | 68fa77c91e209131cea7556d | | Noise\_ARL | 51.03 | Not recorded | 68fa77c91e209131cea7556d | | Noise\_ARL+CEM | 50.85 | Not recorded | 68fa77c91e209131cea7556d | | Dropout+CEM | 50.75 | Not recorded | 68fa77c91e209131cea7556d | | Dropout | 50.72 | Not recorded | 68fa77c91e209131cea7556d | ### No\_defense Accuracy: 53.73. Result ID: 699569f43badfaffe65de60b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### Bottleneck Accuracy: 52.77. Result ID: 699569f43badfaffe65de60c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### Bottleneck+CEM Accuracy: 52.25. Result ID: 699569f43badfaffe65de60d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### ResSFL+CEM Accuracy: 52.07. Result ID: 699569f43badfaffe65de615. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### Noise\_Nopeek+CEM Accuracy: 52.01. Result ID: 699569f43badfaffe65de617. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### ResSFL Accuracy: 51.99. Result ID: 699569f43badfaffe65de614. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### DistCorr Accuracy: 51.79. Result ID: 699569f43badfaffe65de60e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### DistCorr+CEM Accuracy: 51.78. Result ID: 699569f43badfaffe65de60f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### PATROL Accuracy: 51.75. Result ID: 699569f43badfaffe65de612. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### PATROL+CEM Accuracy: 51.64. Result ID: 699569f43badfaffe65de613. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### Noise\_Nopeek Accuracy: 51.63. Result ID: 699569f43badfaffe65de616. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### Noise\_ARL Accuracy: 51.03. Result ID: 699569f43badfaffe65de618. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### Noise\_ARL+CEM Accuracy: 50.85. Result ID: 699569f43badfaffe65de619. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### Dropout+CEM Accuracy: 50.75. Result ID: 699569f43badfaffe65de611. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction. ### Dropout Accuracy: 50.72. Result ID: 699569f43badfaffe65de610. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-20"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.