# Partial-Label Image Classification on Fashion-MNIST Source: [Partial-Label Image Classification on Fashion-MNIST]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:16.983Z Evaluation of model performance on the Fashion-MNIST dataset under partial label conditions, reporting accuracy across various label corruption/sparsity levels (q values). 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 | Partial-Label Image Classification | | Dataset (including any stated split) | Fashion-MNIST | | Metric | Accuracy (General) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 (General)](): Higher is better; unit: PERCENT. - [Accuracy (q=0.1)](): Higher is better; unit: PERCENT. - [Accuracy (q=0.3)](): Higher is better; unit: PERCENT. - [Accuracy (q=0.5)](): Higher is better; unit: PERCENT. - [Accuracy (q=0.7)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (General) | Result date | Report paper | | --- | --- | --- | --- | | ILL | 97.01 | Not recorded | 68fa75781e209131cea682ff | | POP | 96.93 | Not recorded | 68fa75781e209131cea682ff | | RCR | 96.64 | Not recorded | 68fa75781e209131cea682ff | | VALEN | 96.31 | Not recorded | 68fa75781e209131cea682ff | | PICO | 94.83 | Not recorded | 68fa75781e209131cea682ff | ### ILL Accuracy (General): 97.01. Result ID: 6993b3b23a6c31484917eee9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### POP Accuracy (General): 96.93. Result ID: 6993b3b23a6c31484917eee8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RCR Accuracy (General): 96.64. Result ID: 6993b3b23a6c31484917eee6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VALEN Accuracy (General): 96.31. Result ID: 6993b3b23a6c31484917eee5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PICO Accuracy (General): 94.83. Result ID: 6993b3b23a6c31484917eee7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.