# Label Correction on OrganAMNIST Source: [Label Correction on OrganAMNIST]() Collection index: [llms.txt]() Data updated: 2026-06-11T10:26:32.188Z Evaluation of performance on the OrganAMNIST dataset specifically targeting label correction accuracy, measured by 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) | OrganAMNIST | | 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 | | --- | --- | --- | --- | | Docta-V | 14.8 | Not recorded | 6a2a4137d33dfb23e783944a | | Docta-R | 14.8 | Not recorded | 6a2a4137d33dfb23e783944a | | CANOLA | 14.8 | Not recorded | 6a2a4137d33dfb23e783944a | | SiDyP | 15.4 | Not recorded | 6a2a4137d33dfb23e783944a | | SELC | 16.1 | Not recorded | 6a2a4137d33dfb23e783944a | | Original | 17.9 | Not recorded | 6a2a4137d33dfb23e783944a | | SiDyP | 21.5 | Not recorded | 6a2a4137d33dfb23e783944a | | CANOLA | 21.5 | Not recorded | 6a2a4137d33dfb23e783944a | | SELC | 25.9 | Not recorded | 6a2a4137d33dfb23e783944a | | Docta-V | 27.4 | Not recorded | 6a2a4137d33dfb23e783944a | | Docta-R | 27.4 | Not recorded | 6a2a4137d33dfb23e783944a | | Original | 27.6 | Not recorded | 6a2a4137d33dfb23e783944a | | CANOLA | 66.9 | Not recorded | 6a2a4137d33dfb23e783944a | | SiDyP | 73.7 | Not recorded | 6a2a4137d33dfb23e783944a | | SELC | 74.5 | Not recorded | 6a2a4137d33dfb23e783944a | | Docta-R | 74.6 | Not recorded | 6a2a4137d33dfb23e783944a | | Docta-V | 74.8 | Not recorded | 6a2a4137d33dfb23e783944a | | Original | 76.2 | Not recorded | 6a2a4137d33dfb23e783944a | ### Docta-V Error Rate (%): 14.8. Result ID: 6a2a8cdffbc373592c285ef1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling technique":"Superv."}. This record does not assert independent reproduction. ### Docta-R Error Rate (%): 14.8. Result ID: 6a2a8cdffbc373592c285ef2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling technique":"Superv."}. This record does not assert independent reproduction. ### CANOLA Error Rate (%): 14.8. Result ID: 6a2a8cdffbc373592c285ef5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling technique":"Superv."}. This record does not assert independent reproduction. ### SiDyP Error Rate (%): 15.4. Result ID: 6a2a8cdffbc373592c285ef4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling technique":"Superv."}. This record does not assert independent reproduction. ### SELC Error Rate (%): 16.1. Result ID: 6a2a8cdffbc373592c285ef3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Labeling technique":"Superv."}. This record does not assert independent reproduction. ### Original Error Rate (%): 17.9. Result ID: 6a2a8cdffbc373592c285ef0. [Reporting paper]() Recorded evaluation configuration: {"Labeling technique":"Superv."}. This record does not assert independent reproduction. ### SiDyP Error Rate (%): 21.5. Result ID: 6a2a8cdffbc373592c285efa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling technique":"Semi-Superv."}. This record does not assert independent reproduction. ### CANOLA Error Rate (%): 21.5. Result ID: 6a2a8cdffbc373592c285efb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling technique":"Semi-Superv."}. This record does not assert independent reproduction. ### SELC Error Rate (%): 25.9. Result ID: 6a2a8cdffbc373592c285ef9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Labeling technique":"Semi-Superv."}. This record does not assert independent reproduction. ### Docta-V Error Rate (%): 27.4. Result ID: 6a2a8cdffbc373592c285ef7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling technique":"Semi-Superv."}. This record does not assert independent reproduction. ### Docta-R Error Rate (%): 27.4. Result ID: 6a2a8cdffbc373592c285ef8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling technique":"Semi-Superv."}. This record does not assert independent reproduction. ### Original Error Rate (%): 27.6. Result ID: 6a2a8cdffbc373592c285ef6. [Reporting paper]() Recorded evaluation configuration: {"Labeling technique":"Semi-Superv."}. This record does not assert independent reproduction. ### CANOLA Error Rate (%): 66.9. Result ID: 6a2a8cdffbc373592c285eef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling technique":"LLM"}. This record does not assert independent reproduction. ### SiDyP Error Rate (%): 73.7. Result ID: 6a2a8cdffbc373592c285eee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling technique":"LLM"}. This record does not assert independent reproduction. ### SELC Error Rate (%): 74.5. Result ID: 6a2a8cdffbc373592c285eed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Labeling technique":"LLM"}. This record does not assert independent reproduction. ### Docta-R Error Rate (%): 74.6. Result ID: 6a2a8cdffbc373592c285eec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling technique":"LLM"}. This record does not assert independent reproduction. ### Docta-V Error Rate (%): 74.8. Result ID: 6a2a8cdffbc373592c285eeb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling technique":"LLM"}. This record does not assert independent reproduction. ### Original Error Rate (%): 76.2. Result ID: 6a2a8cdffbc373592c285eea. [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.