# Image Reconstruction Defense on TinyImageNet (val) Source: [Image Reconstruction Defense on TinyImageNet (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:03:30.164Z Evaluation of image reconstruction models on the validation split of TinyImageNet, focusing on defense mechanisms against Membership Inference Attacks (MIA) using PSNR and SSIM metrics. 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 Reconstruction Defense | | Dataset (including any stated split) | TinyImageNet (val) | | Metric | SSIM (Decoder MIA) | | 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 - [SSIM (Decoder MIA)](): Higher is better; unit: PERCENT. - [PSNR (Decoder MIA)](): Higher is better; unit: SCALAR. - [SSIM (GAN MIA)](): Higher is better; unit: PERCENT. - [PSNR (GAN MIA)](): Higher is better; unit: SCALAR. ## Recorded results | Method | SSIM (Decoder MIA) | Result date | Report paper | | --- | --- | --- | --- | | Bottleneck | 66.6 | Not recorded | 68fa77c91e209131cea7556d | | DistCorr | 59.8 | Not recorded | 68fa77c91e209131cea7556d | | Bottleneck | 59.3 | Not recorded | 68fa77c91e209131cea7556d | | Noise\_Nopeek | 57.8 | Not recorded | 68fa77c91e209131cea7556d | | Dropout | 54.8 | Not recorded | 68fa77c91e209131cea7556d | | DistCorr | 52.7 | Not recorded | 68fa77c91e209131cea7556d | | Noise\_Nopeek | 52.7 | Not recorded | 68fa77c91e209131cea7556d | | ResSFL | 52.2 | Not recorded | 68fa77c91e209131cea7556d | | PATROL | 51.2 | Not recorded | 68fa77c91e209131cea7556d | | Dropout | 51.1 | Not recorded | 68fa77c91e209131cea7556d | | ResSFL | 49.5 | Not recorded | 68fa77c91e209131cea7556d | | PATROL | 48.9 | Not recorded | 68fa77c91e209131cea7556d | | Noise\_ARL | 46.3 | Not recorded | 68fa77c91e209131cea7556d | | Noise\_ARL | 42.8 | Not recorded | 68fa77c91e209131cea7556d | ### Bottleneck SSIM (Decoder MIA): 66.6. Result ID: 699569f43badfaffe65de628. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"CEM":"No"}. This record does not assert independent reproduction. ### DistCorr SSIM (Decoder MIA): 59.8. Result ID: 699569f43badfaffe65de62a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"CEM":"No"}. This record does not assert independent reproduction. ### Bottleneck SSIM (Decoder MIA): 59.3. Result ID: 699569f43badfaffe65de629. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"CEM":"Yes"}. This record does not assert independent reproduction. ### Noise\_Nopeek SSIM (Decoder MIA): 57.8. Result ID: 699569f43badfaffe65de632. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"CEM":"No"}. This record does not assert independent reproduction. ### Dropout SSIM (Decoder MIA): 54.8. Result ID: 699569f43badfaffe65de62c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"CEM":"No"}. This record does not assert independent reproduction. ### DistCorr SSIM (Decoder MIA): 52.7. Result ID: 699569f43badfaffe65de62b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"CEM":"Yes"}. This record does not assert independent reproduction. ### Noise\_Nopeek SSIM (Decoder MIA): 52.7. Result ID: 699569f43badfaffe65de633. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"CEM":"Yes"}. This record does not assert independent reproduction. ### ResSFL SSIM (Decoder MIA): 52.2. Result ID: 699569f43badfaffe65de630. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"CEM":"No"}. This record does not assert independent reproduction. ### PATROL SSIM (Decoder MIA): 51.2. Result ID: 699569f43badfaffe65de62e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"CEM":"No"}. This record does not assert independent reproduction. ### Dropout SSIM (Decoder MIA): 51.1. Result ID: 699569f43badfaffe65de62d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"CEM":"Yes"}. This record does not assert independent reproduction. ### ResSFL SSIM (Decoder MIA): 49.5. Result ID: 699569f43badfaffe65de631. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"CEM":"Yes"}. This record does not assert independent reproduction. ### PATROL SSIM (Decoder MIA): 48.9. Result ID: 699569f43badfaffe65de62f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"CEM":"Yes"}. This record does not assert independent reproduction. ### Noise\_ARL SSIM (Decoder MIA): 46.3. Result ID: 699569f43badfaffe65de634. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"CEM":"No"}. This record does not assert independent reproduction. ### Noise\_ARL SSIM (Decoder MIA): 42.8. Result ID: 699569f43badfaffe65de635. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"CEM":"Yes"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.