# Label Correction on FashionMNIST Source: [Label Correction on FashionMNIST]() Collection index: [llms.txt]() Data updated: 2026-06-11T10:26:32.158Z Evaluation of label correction performance on the FashionMNIST dataset, measured using Error Rate. 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 | Label Correction | | Dataset (including any stated split) | FashionMNIST | | Metric | Error Rate | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 18 of 18 | | 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 - [Error Rate](): Lower is better; unit: PERCENT. ## Recorded results | Method | Error Rate | Result date | Report paper | | --- | --- | --- | --- | | CANOLA | 10.6 | Not recorded | 6a2a4137d33dfb23e783944a | | CANOLA | 10.7 | Not recorded | 6a2a4137d33dfb23e783944a | | Docta-V | 11.4 | Not recorded | 6a2a4137d33dfb23e783944a | | Docta-R | 11.4 | Not recorded | 6a2a4137d33dfb23e783944a | | SELC | 11.5 | Not recorded | 6a2a4137d33dfb23e783944a | | SELC | 11.8 | Not recorded | 6a2a4137d33dfb23e783944a | | Original | 12 | Not recorded | 6a2a4137d33dfb23e783944a | | Docta-V | 12.8 | Not recorded | 6a2a4137d33dfb23e783944a | | Docta-R | 12.8 | Not recorded | 6a2a4137d33dfb23e783944a | | SiDyP | 13.6 | Not recorded | 6a2a4137d33dfb23e783944a | | SiDyP | 14 | Not recorded | 6a2a4137d33dfb23e783944a | | Original | 14.6 | Not recorded | 6a2a4137d33dfb23e783944a | | SiDyP | 20.8 | Not recorded | 6a2a4137d33dfb23e783944a | | CANOLA | 21.8 | Not recorded | 6a2a4137d33dfb23e783944a | | Docta-R | 26.2 | Not recorded | 6a2a4137d33dfb23e783944a | | Docta-V | 26.4 | Not recorded | 6a2a4137d33dfb23e783944a | | SELC | 26.5 | Not recorded | 6a2a4137d33dfb23e783944a | | Original | 30.1 | Not recorded | 6a2a4137d33dfb23e783944a | ### CANOLA Error Rate: 10.6. Result ID: 6a2a8cdffbc373592c285ee9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling technique":"Semi-Superv."}. This record does not assert independent reproduction. ### CANOLA Error Rate: 10.7. Result ID: 6a2a8cdffbc373592c285ee3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling technique":"Superv."}. This record does not assert independent reproduction. ### Docta-V Error Rate: 11.4. Result ID: 6a2a8cdffbc373592c285edf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling technique":"Superv."}. This record does not assert independent reproduction. ### Docta-R Error Rate: 11.4. Result ID: 6a2a8cdffbc373592c285ee0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling technique":"Superv."}. This record does not assert independent reproduction. ### SELC Error Rate: 11.5. Result ID: 6a2a8cdffbc373592c285ee1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Labeling technique":"Superv."}. This record does not assert independent reproduction. ### SELC Error Rate: 11.8. Result ID: 6a2a8cdffbc373592c285ee7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Labeling technique":"Semi-Superv."}. This record does not assert independent reproduction. ### Original Error Rate: 12. Result ID: 6a2a8cdffbc373592c285ede. [Reporting paper]() Recorded evaluation configuration: {"Labeling technique":"Superv."}. This record does not assert independent reproduction. ### Docta-V Error Rate: 12.8. Result ID: 6a2a8cdffbc373592c285ee5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling technique":"Semi-Superv."}. This record does not assert independent reproduction. ### Docta-R Error Rate: 12.8. Result ID: 6a2a8cdffbc373592c285ee6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling technique":"Semi-Superv."}. This record does not assert independent reproduction. ### SiDyP Error Rate: 13.6. Result ID: 6a2a8cdffbc373592c285ee2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling technique":"Superv."}. This record does not assert independent reproduction. ### SiDyP Error Rate: 14. Result ID: 6a2a8cdffbc373592c285ee8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling technique":"Semi-Superv."}. This record does not assert independent reproduction. ### Original Error Rate: 14.6. Result ID: 6a2a8cdffbc373592c285ee4. [Reporting paper]() Recorded evaluation configuration: {"Labeling technique":"Semi-Superv."}. This record does not assert independent reproduction. ### SiDyP Error Rate: 20.8. Result ID: 6a2a8cdffbc373592c285edc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling technique":"LLM"}. This record does not assert independent reproduction. ### CANOLA Error Rate: 21.8. Result ID: 6a2a8cdffbc373592c285edd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling technique":"LLM"}. This record does not assert independent reproduction. ### Docta-R Error Rate: 26.2. Result ID: 6a2a8cdffbc373592c285eda. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling technique":"LLM"}. This record does not assert independent reproduction. ### Docta-V Error Rate: 26.4. Result ID: 6a2a8cdffbc373592c285ed9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling technique":"LLM"}. This record does not assert independent reproduction. ### SELC Error Rate: 26.5. Result ID: 6a2a8cdffbc373592c285edb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Labeling technique":"LLM"}. This record does not assert independent reproduction. ### Original Error Rate: 30.1. Result ID: 6a2a8cdffbc373592c285ed8. [Reporting paper]() Recorded evaluation configuration: {"Labeling technique":"LLM"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.