# Image Classification on STL-10 USB 100 labels Source: [Image Classification on STL-10 USB 100 labels]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:42:18.209Z Evaluation of Image Classification performance on the 100-label subset derived from the STL-10 USB distribution. 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) | STL-10 USB 100 labels | | Metric | Error Rate | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 14 of 14 | | 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 | | --- | --- | --- | --- | | ReMixMatch | 7.21 | Not recorded | 68fa75781e209131cea682ff | | SimMatch | 7.55 | Not recorded | 68fa75781e209131cea682ff | | AdaMatch | 7.62 | Not recorded | 68fa75781e209131cea682ff | | SoftMatch | 7.84 | Not recorded | 68fa75781e209131cea682ff | | Dash | 7.85 | Not recorded | 68fa75781e209131cea682ff | | ILL | 8.1 | Not recorded | 68fa75781e209131cea682ff | | FixMatch | 8.11 | Not recorded | 68fa75781e209131cea682ff | | FlexMatch | 8.17 | Not recorded | 68fa75781e209131cea682ff | | FreeMatch | 8.52 | Not recorded | 68fa75781e209131cea682ff | | CoMatch | 9.56 | Not recorded | 68fa75781e209131cea682ff | | VAT | 10.69 | Not recorded | 68fa75781e209131cea682ff | | Pseudo-Label | 10.77 | Not recorded | 68fa75781e209131cea682ff | | Mean-Teacher | 24.19 | Not recorded | 68fa75781e209131cea682ff | | MixMatch | 36.74 | Not recorded | 68fa75781e209131cea682ff | ### ReMixMatch Error Rate: 7.21. Result ID: 6993b3b23a6c31484917ee8b. [Reporting paper]() Recorded evaluation configuration: {"# Labels":"100","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### SimMatch Error Rate: 7.55. Result ID: 6993b3b23a6c31484917ee91. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"# Labels":"100","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### AdaMatch Error Rate: 7.62. Result ID: 6993b3b23a6c31484917ee8c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# Labels":"100","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### SoftMatch Error Rate: 7.84. Result ID: 6993b3b23a6c31484917ee93. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# Labels":"100","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### Dash Error Rate: 7.85. Result ID: 6993b3b23a6c31484917ee8f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"# Labels":"100","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### ILL Error Rate: 8.1. Result ID: 6993b3b23a6c31484917ee94. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# Labels":"100","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### FixMatch Error Rate: 8.11. Result ID: 6993b3b23a6c31484917ee8d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# Labels":"100","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### FlexMatch Error Rate: 8.17. Result ID: 6993b3b23a6c31484917ee8e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"# Labels":"100","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### FreeMatch Error Rate: 8.52. Result ID: 6993b3b23a6c31484917ee92. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"# Labels":"100","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### CoMatch Error Rate: 9.56. Result ID: 6993b3b23a6c31484917ee90. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"# Labels":"100","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### VAT Error Rate: 10.69. Result ID: 6993b3b23a6c31484917ee89. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"# Labels":"100","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### Pseudo-Label Error Rate: 10.77. Result ID: 6993b3b23a6c31484917ee87. [Reporting paper]() Recorded evaluation configuration: {"# Labels":"100","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### Mean-Teacher Error Rate: 24.19. Result ID: 6993b3b23a6c31484917ee88. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"# Labels":"100","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### MixMatch Error Rate: 36.74. Result ID: 6993b3b23a6c31484917ee8a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"# Labels":"100","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.