# Image Classification on TissueMNIST 80 labels (test) Source: [Image Classification on TissueMNIST 80 labels (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:19.497Z Evaluation of Image Classification performance on the specific 80-label subset of the TissueMNIST test set, reporting Top-1 error rate, Average Gain, and Average Speedup. 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) | TissueMNIST 80 labels (test) | | Metric | Top-1 Error Rate | | Unit | PERCENT | | Direction | Lower 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 - [Top-1 Error Rate](): Lower is better; unit: PERCENT. - [Average Gain](): Higher is better; unit: SCALAR. - [Average Speedup](): Higher is better; unit: SCALAR. ## Recorded results | Method | Top-1 Error Rate | Result date | Report paper | | --- | --- | --- | --- | | Pseudo Label | 53.06 | Not recorded | 68fa72451e209131cea556d1 | | SoftMatch/FreeMatch | 53.52 | Not recorded | 68fa72451e209131cea556d1 | | FlexMatch | 54.27 | Not recorded | 68fa72451e209131cea556d1 | | Pseudo Label | 56.92 | Not recorded | 68fa72451e209131cea556d1 | | SoftMatch/FreeMatch | 58.24 | Not recorded | 68fa72451e209131cea556d1 | | FlexMatch | 58.36 | Not recorded | 68fa72451e209131cea556d1 | ### Pseudo Label Top-1 Error Rate: 53.06. Result ID: 699229363a6c3148490cffb8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"+SR"}. This record does not assert independent reproduction. ### SoftMatch/FreeMatch Top-1 Error Rate: 53.52. Result ID: 699229363a6c3148490cffbc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"+SR"}. This record does not assert independent reproduction. ### FlexMatch Top-1 Error Rate: 54.27. Result ID: 699229363a6c3148490cffba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"+SR"}. This record does not assert independent reproduction. ### Pseudo Label Top-1 Error Rate: 56.92. Result ID: 699229363a6c3148490cffb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Base"}. This record does not assert independent reproduction. ### SoftMatch/FreeMatch Top-1 Error Rate: 58.24. Result ID: 699229363a6c3148490cffbb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Base"}. This record does not assert independent reproduction. ### FlexMatch Top-1 Error Rate: 58.36. Result ID: 699229363a6c3148490cffb9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Base"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.