# Image Classification on CIFAR-100 WRN-28-10 (test) Source: [Image Classification on CIFAR-100 WRN-28-10 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:12.031Z Evaluation of Image Classification performance on the CIFAR-100 test set, specifically reporting results derived from the WRN-28-10 model configuration. Metrics include Top-1/Top-5 accuracy, Negative Log-Likelihood (NLL), and Expected Calibration Error (ECE). 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 WRN-28-10 (test) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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. - [Top-5 Accuracy](): Higher is better; unit: PERCENT. - [NLL (Configured)](): Lower is better; unit: SCALAR. - [NLL](): Lower is better; unit: SCALAR. - [ECE](): Lower is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Cut-MixMo + CutMix | 85.59 | Not recorded | 68fa6a9a1e209131cea294dd | | DE (2 Nets) + CutMix | 85.46 | Not recorded | 68fa6a9a1e209131cea294dd | | Cut-MixMo | 85.32 | Not recorded | 68fa6a9a1e209131cea294dd | | Mixup BA | 85.25 | Not recorded | 68fa6a9a1e209131cea294dd | | Linear-MixMo + CutMix | 85.24 | Not recorded | 68fa6a9a1e209131cea294dd | | Cut-MixMo + CutMix | 85.17 | Not recorded | 68fa6a9a1e209131cea294dd | | Linear-MixMo + CutMix | 84.55 | Not recorded | 68fa6a9a1e209131cea294dd | | DE (2 Nets) | 84.3 | Not recorded | 68fa6a9a1e209131cea294dd | | Cut-MixMo | 84.07 | Not recorded | 68fa6a9a1e209131cea294dd | | GradAug + CutMix | 84.05 | Not recorded | 68fa6a9a1e209131cea294dd | | Puzzle-Mix | 83.98 | Not recorded | 68fa6a9a1e209131cea294dd | | Hard PatchUp | 83.87 | Not recorded | 68fa6a9a1e209131cea294dd | | CutMix | 83.74 | Not recorded | 68fa6a9a1e209131cea294dd | | Mixup | 83.15 | Not recorded | 68fa6a9a1e209131cea294dd | | MIMO | 82.74 | Not recorded | 68fa6a9a1e209131cea294dd | | Linear-MixMo | 82.53 | Not recorded | 68fa6a9a1e209131cea294dd | | MIMO | 82.04 | Not recorded | 68fa6a9a1e209131cea294dd | | MIMO | 82 | Not recorded | 68fa6a9a1e209131cea294dd | | Linear-MixMo | 81.88 | Not recorded | 68fa6a9a1e209131cea294dd | | Vanilla | 81.47 | Not recorded | 68fa6a9a1e209131cea294dd | | System-aware Biased Local SGD | 80.58 | Not recorded | 68fa7a951e209131cea840ea | | Synchronous SGD + Data-Parallelism | 80.26 | Not recorded | 68fa7a951e209131cea840ea | | Synchronous SGD + Data-Parallelism | 80.2 | Not recorded | 68fa7a951e209131cea840ea | | BytePS | 80.07 | Not recorded | 68fa7a951e209131cea840ea | | System-aware Biased Local SGD | 80.03 | Not recorded | 68fa7a951e209131cea840ea | | Balanced Local SGD | 78.24 | Not recorded | 68fa7a951e209131cea840ea | | System-aware Biased Local SGD | 77.97 | Not recorded | 68fa7a951e209131cea840ea | | DLB | 76.42 | Not recorded | 68fa7a951e209131cea840ea | ### Cut-MixMo + CutMix Top-1 Accuracy: 85.59. Result ID: 699ac8335698665ec4569eaf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRN-28-10","Early stopping":false,"Time Tr./Inf.":"4/1"}. This record does not assert independent reproduction. ### DE (2 Nets) + CutMix Top-1 Accuracy: 85.46. Result ID: 699ac8335698665ec4569ea4. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"WRN-28-10","Early stopping":false,"Time Tr./Inf.":"2/2"}. This record does not assert independent reproduction. ### Cut-MixMo Top-1 Accuracy: 85.32. Result ID: 699ac8335698665ec4569eae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRN-28-10","Early stopping":false,"Time Tr./Inf.":"4/1"}. This record does not assert independent reproduction. ### Mixup BA Top-1 Accuracy: 85.25. Result ID: 699ac8335698665ec4569ea2. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"WRN-28-10","Early stopping":false,"Time Tr./Inf.":"7/1"}. This record does not assert independent reproduction. ### Linear-MixMo + CutMix Top-1 Accuracy: 85.24. Result ID: 699ac8335698665ec4569ead. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRN-28-10","Early stopping":false,"Time Tr./Inf.":"4/1"}. This record does not assert independent reproduction. ### Cut-MixMo + CutMix Top-1 Accuracy: 85.17. Result ID: 699ac8335698665ec4569ea9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRN-28-10","Early stopping":false,"Time Tr./Inf.":"2/1"}. This record does not assert independent reproduction. ### Linear-MixMo + CutMix Top-1 Accuracy: 84.55. Result ID: 699ac8335698665ec4569ea7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRN-28-10","Early stopping":false,"Time Tr./Inf.":"2/1"}. This record does not assert independent reproduction. ### DE (2 Nets) Top-1 Accuracy: 84.3. Result ID: 699ac8335698665ec4569ea3. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"WRN-28-10","Early stopping":false,"Time Tr./Inf.":"2/2"}. This record does not assert independent reproduction. ### Cut-MixMo Top-1 Accuracy: 84.07. Result ID: 699ac8335698665ec4569ea8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRN-28-10","Early stopping":false,"Time Tr./Inf.":"2/1"}. This record does not assert independent reproduction. ### GradAug + CutMix Top-1 Accuracy: 84.05. Result ID: 699ac8335698665ec4569ea0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRN-28-10","Early stopping":false,"Time Tr./Inf.":"2/1"}. This record does not assert independent reproduction. ### Puzzle-Mix Top-1 Accuracy: 83.98. Result ID: 699ac8335698665ec4569ea1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRN-28-10","Early stopping":false,"Time Tr./Inf.":"3/1"}. This record does not assert independent reproduction. ### Hard PatchUp Top-1 Accuracy: 83.87. Result ID: 699ac8335698665ec4569e9e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRN-28-10","Early stopping":false,"Time Tr./Inf.":"1/1"}. This record does not assert independent reproduction. ### CutMix Top-1 Accuracy: 83.74. Result ID: 699ac8335698665ec4569e9f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"WRN-28-10","Early stopping":false,"Time Tr./Inf.":"1/1"}. This record does not assert independent reproduction. ### Mixup Top-1 Accuracy: 83.15. Result ID: 699ac8335698665ec4569e9d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"WRN-28-10","Early stopping":false,"Time Tr./Inf.":"1/1"}. This record does not assert independent reproduction. ### MIMO Top-1 Accuracy: 82.74. Result ID: 699ac8335698665ec4569eaa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRN-28-10","Early stopping":false,"Time Tr./Inf.":"4/1","M":2}. This record does not assert independent reproduction. ### Linear-MixMo Top-1 Accuracy: 82.53. Result ID: 699ac8335698665ec4569eac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRN-28-10","Early stopping":false,"Time Tr./Inf.":"4/1"}. This record does not assert independent reproduction. ### MIMO Top-1 Accuracy: 82.04. Result ID: 699ac8335698665ec4569ea5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRN-28-10","Early stopping":false,"Time Tr./Inf.":"2/1","M":2}. This record does not assert independent reproduction. ### MIMO Top-1 Accuracy: 82. Result ID: 699ac8335698665ec4569eab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRN-28-10","Early stopping":false,"Time Tr./Inf.":"4/1","M":3}. This record does not assert independent reproduction. ### Linear-MixMo Top-1 Accuracy: 81.88. Result ID: 699ac8335698665ec4569ea6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRN-28-10","Early stopping":false,"Time Tr./Inf.":"2/1"}. This record does not assert independent reproduction. ### Vanilla Top-1 Accuracy: 81.47. Result ID: 699ac8335698665ec4569e9c. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"WRN-28-10","Early stopping":false,"Time Tr./Inf.":"1/1"}. This record does not assert independent reproduction. ### System-aware Biased Local SGD Top-1 Accuracy: 80.58. Result ID: 699e433d5698665ec400bd48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epochs":600,"Comm. per epoch":4,"Wall-clock Time (sec)":7556.48,"Hardware":"2-CPU + 8-GPU","Backbone":"WRN28"}. This record does not assert independent reproduction. ### Synchronous SGD + Data-Parallelism Top-1 Accuracy: 80.26. Result ID: 699e433d5698665ec400bd42. [Reporting paper]() Recorded evaluation configuration: {"Epochs":200,"Comm. per epoch":160,"Wall-clock Time (sec)":48180.65,"Hardware":"8-GPU only","Backbone":"WRN28"}. This record does not assert independent reproduction. ### Synchronous SGD + Data-Parallelism Top-1 Accuracy: 80.2. Result ID: 699e433d5698665ec400bd41. [Reporting paper]() Recorded evaluation configuration: {"Epochs":200,"Comm. per epoch":128,"Wall-clock Time (sec)":80602.47,"Hardware":"2-CPU + 8-GPU","Backbone":"WRN28"}. This record does not assert independent reproduction. ### BytePS Top-1 Accuracy: 80.07. Result ID: 699e433d5698665ec400bd44. [Reporting paper]() Recorded evaluation configuration: {"Epochs":200,"Comm. per epoch":160,"Wall-clock Time (sec)":130155.6,"Hardware":"2-CPU + 8-GPU","Backbone":"WRN28"}. This record does not assert independent reproduction. ### System-aware Biased Local SGD Top-1 Accuracy: 80.03. Result ID: 699e433d5698665ec400bd47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epochs":400,"Comm. per epoch":4,"Wall-clock Time (sec)":5037.66,"Hardware":"2-CPU + 8-GPU","Backbone":"WRN28"}. This record does not assert independent reproduction. ### Balanced Local SGD Top-1 Accuracy: 78.24. Result ID: 699e433d5698665ec400bd43. [Reporting paper]() Recorded evaluation configuration: {"Epochs":200,"Comm. per epoch":4,"Wall-clock Time (sec)":43952.17,"Hardware":"2-CPU + 8-GPU","Backbone":"WRN28"}. This record does not assert independent reproduction. ### System-aware Biased Local SGD Top-1 Accuracy: 77.97. Result ID: 699e433d5698665ec400bd46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epochs":200,"Comm. per epoch":4,"Wall-clock Time (sec)":2518.83,"Hardware":"2-CPU + 8-GPU","Backbone":"WRN28"}. This record does not assert independent reproduction. ### DLB Top-1 Accuracy: 76.42. Result ID: 699e433d5698665ec400bd45. [Reporting paper]() Recorded evaluation configuration: {"Epochs":200,"Comm. per epoch":128,"Wall-clock Time (sec)":38544.52,"Hardware":"2-CPU + 8-GPU","Backbone":"WRN28"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.