# Image Classification on FMNIST (test) (Epsilon-Weighted Accuracy) Source: [Image Classification on FMNIST (test) (Epsilon-Weighted Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-06-04T11:23:53.955Z Evaluation of Image Classification performance on the test split of the Fashion MNIST dataset, reporting accuracy metrics based on specific epsilon thresholds (1, 3, and 8). 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) | FMNIST (test) | | Metric | Accuracy (epsilon=1) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 5 of 5 | | 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 (epsilon=1)](): Higher is better; unit: PERCENT. - [Accuracy (epsilon=3)](): Higher is better; unit: PERCENT. - [Accuracy (epsilon=8)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (epsilon=1) | Result date | Report paper | | --- | --- | --- | --- | | TP-TopK | 85.28 | Not recorded | 6a2106d2c10484bac23f0470 | | H-CNN + RS | 85.01 | Not recorded | 6a2106d2c10484bac23f0470 | | DP-SGD | 84.06 | Not recorded | 6a2106d2c10484bac23f0470 | | AUTO-S | 83.35 | Not recorded | 6a2106d2c10484bac23f0470 | | SA-DP-SGD | 82.08 | Not recorded | 6a2106d2c10484bac23f0470 | ### TP-TopK Accuracy (epsilon=1): 85.28. Result ID: 6a216036fbc373592c1e193c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Ours"}. This record does not assert independent reproduction. ### H-CNN + RS Accuracy (epsilon=1): 85.01. Result ID: 6a216036fbc373592c1e193b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Random"}. This record does not assert independent reproduction. ### DP-SGD Accuracy (epsilon=1): 84.06. Result ID: 6a216036fbc373592c1e1938. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Baseline"}. This record does not assert independent reproduction. ### AUTO-S Accuracy (epsilon=1): 83.35. Result ID: 6a216036fbc373592c1e1939. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Adaptive clipping"}. This record does not assert independent reproduction. ### SA-DP-SGD Accuracy (epsilon=1): 82.08. Result ID: 6a216036fbc373592c1e193a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Adaptive clipping"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.