# Image Classification on EuroSat USB 20 labels Source: [Image Classification on EuroSat USB 20 labels]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:42:18.223Z Evaluation of Image Classification performance on the EuroSat dataset configured with 20 labels derived from the USB source. 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) | EuroSat USB 20 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 | 5.05 | Not recorded | 68fa75781e209131cea682ff | | FlexMatch | 5.17 | Not recorded | 68fa75781e209131cea682ff | | CoMatch | 5.75 | Not recorded | 68fa75781e209131cea682ff | | SoftMatch | 5.75 | Not recorded | 68fa75781e209131cea682ff | | ILL | 5.86 | Not recorded | 68fa75781e209131cea682ff | | FreeMatch | 6.5 | Not recorded | 68fa75781e209131cea682ff | | AdaMatch | 7.02 | Not recorded | 68fa75781e209131cea682ff | | SimMatch | 7.66 | Not recorded | 68fa75781e209131cea682ff | | Dash | 11.19 | Not recorded | 68fa75781e209131cea682ff | | FixMatch | 13.44 | Not recorded | 68fa75781e209131cea682ff | | MixMatch | 24.85 | Not recorded | 68fa75781e209131cea682ff | | Pseudo-Label | 25.46 | Not recorded | 68fa75781e209131cea682ff | | VAT | 26.16 | Not recorded | 68fa75781e209131cea682ff | | Mean-Teacher | 26.83 | Not recorded | 68fa75781e209131cea682ff | ### ReMixMatch Error Rate: 5.05. Result ID: 6993b3b23a6c31484917ee99. [Reporting paper]() Recorded evaluation configuration: {"# Labels":"20","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### FlexMatch Error Rate: 5.17. Result ID: 6993b3b23a6c31484917ee9c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"# Labels":"20","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### CoMatch Error Rate: 5.75. Result ID: 6993b3b23a6c31484917ee9e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"# Labels":"20","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### SoftMatch Error Rate: 5.75. Result ID: 6993b3b23a6c31484917eea1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# Labels":"20","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### ILL Error Rate: 5.86. Result ID: 6993b3b23a6c31484917eea2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# Labels":"20","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### FreeMatch Error Rate: 6.5. Result ID: 6993b3b23a6c31484917eea0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"# Labels":"20","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### AdaMatch Error Rate: 7.02. Result ID: 6993b3b23a6c31484917ee9a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# Labels":"20","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### SimMatch Error Rate: 7.66. Result ID: 6993b3b23a6c31484917ee9f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"# Labels":"20","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### Dash Error Rate: 11.19. Result ID: 6993b3b23a6c31484917ee9d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"# Labels":"20","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### FixMatch Error Rate: 13.44. Result ID: 6993b3b23a6c31484917ee9b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# Labels":"20","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### MixMatch Error Rate: 24.85. Result ID: 6993b3b23a6c31484917ee98. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"# Labels":"20","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### Pseudo-Label Error Rate: 25.46. Result ID: 6993b3b23a6c31484917ee95. [Reporting paper]() Recorded evaluation configuration: {"# Labels":"20","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### VAT Error Rate: 26.16. Result ID: 6993b3b23a6c31484917ee97. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"# Labels":"20","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### Mean-Teacher Error Rate: 26.83. Result ID: 6993b3b23a6c31484917ee96. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"# Labels":"20","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.