# Image Classification on CIFAR-100 (test) (Standard Top-1 Accuracy) Source: [Image Classification on CIFAR-100 (test) (Standard Top-1 Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:05.436Z Standard evaluation of Image Classification performance on the CIFAR-100 test set, reporting Top-1 Accuracy. 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) | CIFAR-100 (test) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FlexMatch+RDSS | 73.21 | Not recorded | 68fa756f1e209131cea67e75 | | FreeMatch+RDSS | 73.13 | Not recorded | 68fa756f1e209131cea67e75 | | CBSSAL | 69.34 | Not recorded | 68fa756f1e209131cea67e75 | | CoreSetSSL | 68.63 | Not recorded | 68fa756f1e209131cea67e75 | | FreeMatch+RDSS | 67.4 | Not recorded | 68fa756f1e209131cea67e75 | | FlexMatch+RDSS | 67.27 | Not recorded | 68fa756f1e209131cea67e75 | | CBSSAL | 67.14 | Not recorded | 68fa756f1e209131cea67e75 | | CoreSetSSL | 66.29 | Not recorded | 68fa756f1e209131cea67e75 | | CBSSAL | 63.73 | Not recorded | 68fa756f1e209131cea67e75 | | CoreSetSSL | 63.14 | Not recorded | 68fa756f1e209131cea67e75 | | TOD-Semi | 58.64 | Not recorded | 68fa756f1e209131cea67e75 | | MCDAL | 54.14 | Not recorded | 68fa756f1e209131cea67e75 | | LearnLoss | 54.02 | Not recorded | 68fa756f1e209131cea67e75 | | VAAL | 53.99 | Not recorded | 68fa756f1e209131cea67e75 | | CoreSet | 53.06 | Not recorded | 68fa756f1e209131cea67e75 | | TOD-Semi | 52.87 | Not recorded | 68fa756f1e209131cea67e75 | | MCDAL | 49.34 | Not recorded | 68fa756f1e209131cea67e75 | | FreeMatch+RDSS | 48.41 | Not recorded | 68fa756f1e209131cea67e75 | | FlexMatch+RDSS | 48.12 | Not recorded | 68fa756f1e209131cea67e75 | | LearnLoss | 47.81 | Not recorded | 68fa756f1e209131cea67e75 | | CoreSet | 47.17 | Not recorded | 68fa756f1e209131cea67e75 | | VAAL | 47.02 | Not recorded | 68fa756f1e209131cea67e75 | | MCDAL | 38.9 | Not recorded | 68fa756f1e209131cea67e75 | | VAAL | 38.46 | Not recorded | 68fa756f1e209131cea67e75 | | CoreSet | 37.36 | Not recorded | 68fa756f1e209131cea67e75 | | TOD-Semi | 36.97 | Not recorded | 68fa756f1e209131cea67e75 | | LearnLoss | 36.12 | Not recorded | 68fa756f1e209131cea67e75 | ### FlexMatch+RDSS Top-1 Accuracy: 73.21. Result ID: 6993bd8a3a6c3148491834ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":10000,"Backbone":"ResNet-18","Epochs":300,"Optimizer":"SGD","Batch size":128}. This record does not assert independent reproduction. ### FreeMatch+RDSS Top-1 Accuracy: 73.13. Result ID: 6993bd8a3a6c3148491834f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":10000,"Backbone":"ResNet-18","Epochs":300,"Optimizer":"SGD","Batch size":128}. This record does not assert independent reproduction. ### CBSSAL Top-1 Accuracy: 69.34. Result ID: 6993bd8a3a6c3148491834e8. [Reporting paper]() Recorded evaluation configuration: {"Budget":10000,"Backbone":"ResNet-18","Epochs":300,"Optimizer":"SGD","Batch size":128}. This record does not assert independent reproduction. ### CoreSetSSL Top-1 Accuracy: 68.63. Result ID: 6993bd8a3a6c3148491834e5. [Reporting paper]() Recorded evaluation configuration: {"Budget":10000,"Backbone":"ResNet-18","Epochs":300,"Optimizer":"SGD","Batch size":128}. This record does not assert independent reproduction. ### FreeMatch+RDSS Top-1 Accuracy: 67.4. Result ID: 6993bd8a3a6c3148491834f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":2500,"Backbone":"ResNet-18","Epochs":300,"Optimizer":"SGD","Batch size":128}. This record does not assert independent reproduction. ### FlexMatch+RDSS Top-1 Accuracy: 67.27. Result ID: 6993bd8a3a6c3148491834ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":2500,"Backbone":"ResNet-18","Epochs":300,"Optimizer":"SGD","Batch size":128}. This record does not assert independent reproduction. ### CBSSAL Top-1 Accuracy: 67.14. Result ID: 6993bd8a3a6c3148491834e7. [Reporting paper]() Recorded evaluation configuration: {"Budget":7500,"Backbone":"ResNet-18","Epochs":300,"Optimizer":"SGD","Batch size":128}. This record does not assert independent reproduction. ### CoreSetSSL Top-1 Accuracy: 66.29. Result ID: 6993bd8a3a6c3148491834e4. [Reporting paper]() Recorded evaluation configuration: {"Budget":7500,"Backbone":"ResNet-18","Epochs":300,"Optimizer":"SGD","Batch size":128}. This record does not assert independent reproduction. ### CBSSAL Top-1 Accuracy: 63.73. Result ID: 6993bd8a3a6c3148491834e6. [Reporting paper]() Recorded evaluation configuration: {"Budget":5000,"Backbone":"ResNet-18","Epochs":300,"Optimizer":"SGD","Batch size":128}. This record does not assert independent reproduction. ### CoreSetSSL Top-1 Accuracy: 63.14. Result ID: 6993bd8a3a6c3148491834e3. [Reporting paper]() Recorded evaluation configuration: {"Budget":5000,"Backbone":"ResNet-18","Epochs":300,"Optimizer":"SGD","Batch size":128}. This record does not assert independent reproduction. ### TOD-Semi Top-1 Accuracy: 58.64. Result ID: 6993bd8a3a6c3148491834eb. [Reporting paper]() Recorded evaluation configuration: {"Budget":10000,"Backbone":"ResNet-18","Epochs":300,"Optimizer":"SGD","Batch size":128}. This record does not assert independent reproduction. ### MCDAL Top-1 Accuracy: 54.14. Result ID: 6993bd8a3a6c3148491834e2. [Reporting paper]() Recorded evaluation configuration: {"Budget":10000,"Backbone":"ResNet-18","Epochs":300,"Optimizer":"SGD","Batch size":128}. This record does not assert independent reproduction. ### LearnLoss Top-1 Accuracy: 54.02. Result ID: 6993bd8a3a6c3148491834df. [Reporting paper]() Recorded evaluation configuration: {"Budget":10000,"Backbone":"ResNet-18","Epochs":300,"Optimizer":"SGD","Batch size":128}. This record does not assert independent reproduction. ### VAAL Top-1 Accuracy: 53.99. Result ID: 6993bd8a3a6c3148491834dc. [Reporting paper]() Recorded evaluation configuration: {"Budget":10000,"Backbone":"ResNet-18","Epochs":300,"Optimizer":"SGD","Batch size":128}. This record does not assert independent reproduction. ### CoreSet Top-1 Accuracy: 53.06. Result ID: 6993bd8a3a6c3148491834d9. [Reporting paper]() Recorded evaluation configuration: {"Budget":10000,"Backbone":"ResNet-18","Epochs":300,"Optimizer":"SGD","Batch size":128}. This record does not assert independent reproduction. ### TOD-Semi Top-1 Accuracy: 52.87. Result ID: 6993bd8a3a6c3148491834ea. [Reporting paper]() Recorded evaluation configuration: {"Budget":7500,"Backbone":"ResNet-18","Epochs":300,"Optimizer":"SGD","Batch size":128}. This record does not assert independent reproduction. ### MCDAL Top-1 Accuracy: 49.34. Result ID: 6993bd8a3a6c3148491834e1. [Reporting paper]() Recorded evaluation configuration: {"Budget":7500,"Backbone":"ResNet-18","Epochs":300,"Optimizer":"SGD","Batch size":128}. This record does not assert independent reproduction. ### FreeMatch+RDSS Top-1 Accuracy: 48.41. Result ID: 6993bd8a3a6c3148491834ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":400,"Backbone":"ResNet-18","Epochs":300,"Optimizer":"SGD","Batch size":128}. This record does not assert independent reproduction. ### FlexMatch+RDSS Top-1 Accuracy: 48.12. Result ID: 6993bd8a3a6c3148491834ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget":400,"Backbone":"ResNet-18","Epochs":300,"Optimizer":"SGD","Batch size":128}. This record does not assert independent reproduction. ### LearnLoss Top-1 Accuracy: 47.81. Result ID: 6993bd8a3a6c3148491834de. [Reporting paper]() Recorded evaluation configuration: {"Budget":7500,"Backbone":"ResNet-18","Epochs":300,"Optimizer":"SGD","Batch size":128}. This record does not assert independent reproduction. ### CoreSet Top-1 Accuracy: 47.17. Result ID: 6993bd8a3a6c3148491834d8. [Reporting paper]() Recorded evaluation configuration: {"Budget":7500,"Backbone":"ResNet-18","Epochs":300,"Optimizer":"SGD","Batch size":128}. This record does not assert independent reproduction. ### VAAL Top-1 Accuracy: 47.02. Result ID: 6993bd8a3a6c3148491834db. [Reporting paper]() Recorded evaluation configuration: {"Budget":7500,"Backbone":"ResNet-18","Epochs":300,"Optimizer":"SGD","Batch size":128}. This record does not assert independent reproduction. ### MCDAL Top-1 Accuracy: 38.9. Result ID: 6993bd8a3a6c3148491834e0. [Reporting paper]() Recorded evaluation configuration: {"Budget":5000,"Backbone":"ResNet-18","Epochs":300,"Optimizer":"SGD","Batch size":128}. This record does not assert independent reproduction. ### VAAL Top-1 Accuracy: 38.46. Result ID: 6993bd8a3a6c3148491834da. [Reporting paper]() Recorded evaluation configuration: {"Budget":5000,"Backbone":"ResNet-18","Epochs":300,"Optimizer":"SGD","Batch size":128}. This record does not assert independent reproduction. ### CoreSet Top-1 Accuracy: 37.36. Result ID: 6993bd8a3a6c3148491834d7. [Reporting paper]() Recorded evaluation configuration: {"Budget":5000,"Backbone":"ResNet-18","Epochs":300,"Optimizer":"SGD","Batch size":128}. This record does not assert independent reproduction. ### TOD-Semi Top-1 Accuracy: 36.97. Result ID: 6993bd8a3a6c3148491834e9. [Reporting paper]() Recorded evaluation configuration: {"Budget":5000,"Backbone":"ResNet-18","Epochs":300,"Optimizer":"SGD","Batch size":128}. This record does not assert independent reproduction. ### LearnLoss Top-1 Accuracy: 36.12. Result ID: 6993bd8a3a6c3148491834dd. [Reporting paper]() Recorded evaluation configuration: {"Budget":5000,"Backbone":"ResNet-18","Epochs":300,"Optimizer":"SGD","Batch size":128}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.