# Image Classification on Fashion-MNIST class-prior shift ρ=100, μ=0.5 (test) Source: [Image Classification on Fashion-MNIST class-prior shift ρ=100, μ=0.5 (test)]() Collection index: [llms.txt]() Data updated: 2026-05-26T11:22:33.526Z Evaluation of Image Classification performance on the test split of Fashion-MNIST under a specific class-prior shift condition (ρ=100, μ=0.5). 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) | Fashion-MNIST class-prior shift ρ=100, μ=0.5 (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ADIW-KL | 74.25 | Not recorded | 6a152943dbd7150506f7e107 | | ADIW-KM | 74.23 | Not recorded | 6a152943dbd7150506f7e107 | | DIW | 74.19 | Not recorded | 6a152943dbd7150506f7e107 | | ADIW-LS | 74.13 | Not recorded | 6a152943dbd7150506f7e107 | | ADIW-WA | 73.14 | Not recorded | 6a152943dbd7150506f7e107 | | Val-Only | 65.55 | Not recorded | 6a152943dbd7150506f7e107 | ### ADIW-KL Accuracy: 74.25. Result ID: 6a158275fbc373592c0de268. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Time (s)":"5.83","Imbalance ratio (ρ)":"100","Fraction of minority classes (μ)":"0.5","Backbone":"LeNet-5","Optimizer":"SGD"}. This record does not assert independent reproduction. ### ADIW-KM Accuracy: 74.23. Result ID: 6a158275fbc373592c0de267. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Time (s)":"5.81","Imbalance ratio (ρ)":"100","Fraction of minority classes (μ)":"0.5","Backbone":"LeNet-5","Optimizer":"SGD"}. This record does not assert independent reproduction. ### DIW Accuracy: 74.19. Result ID: 6a158275fbc373592c0de266. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Time (s)":"17.88","Imbalance ratio (ρ)":"100","Fraction of minority classes (μ)":"0.5","Backbone":"LeNet-5","Optimizer":"SGD"}. This record does not assert independent reproduction. ### ADIW-LS Accuracy: 74.13. Result ID: 6a158275fbc373592c0de269. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Time (s)":"5.70","Imbalance ratio (ρ)":"100","Fraction of minority classes (μ)":"0.5","Backbone":"LeNet-5","Optimizer":"SGD"}. This record does not assert independent reproduction. ### ADIW-WA Accuracy: 73.14. Result ID: 6a158275fbc373592c0de26a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Time (s)":"7.79","Imbalance ratio (ρ)":"100","Fraction of minority classes (μ)":"0.5","Backbone":"LeNet-5","Optimizer":"SGD"}. This record does not assert independent reproduction. ### Val-Only Accuracy: 65.55. Result ID: 6a158275fbc373592c0de265. [Reporting paper]() Recorded evaluation configuration: {"Training Time (s)":"0.02","Imbalance ratio (ρ)":"100","Fraction of minority classes (μ)":"0.5","Backbone":"LeNet-5","Optimizer":"SGD"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.