# Image Classification on EuroSat USB (40 labels) Source: [Image Classification on EuroSat USB (40 labels)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:42:18.236Z Image Classification performance evaluation on the EuroSat USB dataset using the 40-label configuration. 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 40 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 | | --- | --- | --- | --- | | AdaMatch | 4.75 | Not recorded | 68fa75781e209131cea682ff | | CoMatch | 4.81 | Not recorded | 68fa75781e209131cea682ff | | ReMixMatch | 5.07 | Not recorded | 68fa75781e209131cea682ff | | SimMatch | 5.27 | Not recorded | 68fa75781e209131cea682ff | | FlexMatch | 5.58 | Not recorded | 68fa75781e209131cea682ff | | ILL | 5.74 | Not recorded | 68fa75781e209131cea682ff | | FreeMatch | 5.78 | Not recorded | 68fa75781e209131cea682ff | | SoftMatch | 5.9 | Not recorded | 68fa75781e209131cea682ff | | FixMatch | 5.91 | Not recorded | 68fa75781e209131cea682ff | | Dash | 6.96 | Not recorded | 68fa75781e209131cea682ff | | VAT | 10.09 | Not recorded | 68fa75781e209131cea682ff | | Pseudo-Label | 15.7 | Not recorded | 68fa75781e209131cea682ff | | Mean-Teacher | 15.85 | Not recorded | 68fa75781e209131cea682ff | | MixMatch | 17.28 | Not recorded | 68fa75781e209131cea682ff | ### AdaMatch Error Rate: 4.75. Result ID: 6993b3b23a6c31484917eea8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# Labels":"40","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### CoMatch Error Rate: 4.81. Result ID: 6993b3b23a6c31484917eeac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"# Labels":"40","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### ReMixMatch Error Rate: 5.07. Result ID: 6993b3b23a6c31484917eea7. [Reporting paper]() Recorded evaluation configuration: {"# Labels":"40","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### SimMatch Error Rate: 5.27. Result ID: 6993b3b23a6c31484917eead. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"# Labels":"40","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### FlexMatch Error Rate: 5.58. Result ID: 6993b3b23a6c31484917eeaa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"# Labels":"40","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### ILL Error Rate: 5.74. Result ID: 6993b3b23a6c31484917eeb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# Labels":"40","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### FreeMatch Error Rate: 5.78. Result ID: 6993b3b23a6c31484917eeae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"# Labels":"40","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### SoftMatch Error Rate: 5.9. Result ID: 6993b3b23a6c31484917eeaf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# Labels":"40","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### FixMatch Error Rate: 5.91. Result ID: 6993b3b23a6c31484917eea9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# Labels":"40","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### Dash Error Rate: 6.96. Result ID: 6993b3b23a6c31484917eeab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"# Labels":"40","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### VAT Error Rate: 10.09. Result ID: 6993b3b23a6c31484917eea5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"# Labels":"40","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### Pseudo-Label Error Rate: 15.7. Result ID: 6993b3b23a6c31484917eea3. [Reporting paper]() Recorded evaluation configuration: {"# Labels":"40","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### Mean-Teacher Error Rate: 15.85. Result ID: 6993b3b23a6c31484917eea4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"# Labels":"40","Evaluation protocol":"Average of 3 independent runs"}. This record does not assert independent reproduction. ### MixMatch Error Rate: 17.28. Result ID: 6993b3b23a6c31484917eea6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"# Labels":"40","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.