# Image Classification on TinyImageNet (test) (Corruption Metrics) Source: [Image Classification on TinyImageNet (test) (Corruption Metrics)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:31:50.426Z Evaluation of Image Classification performance on the test split of the TinyImageNet dataset, focusing on accuracy under various corruption levels. 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) | TinyImageNet (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [Corruption Metric C](): Higher is better; unit: PERCENT. - [C15 Score](): Higher is better; unit: PERCENT. - [Mean Corruption Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SYN+NST+TA (Ours) | 74.69 | Not recorded | 69438aa5423ea422657295ea | | Synthetic | 73.37 | Not recorded | 69438aa5423ea422657295ea | | SYN+NST+TA | 73.07 | Not recorded | 69438aa5423ea422657295ea | | SYN+NST+TA + Random Erasing + Noise + Feature Noise | 72.43 | Not recorded | 69438aa5423ea422657295ea | | SYN+NST+TA + Random Erasing + Noise | 71.8 | Not recorded | 69438aa5423ea422657295ea | | Noisy Feature Mixup + TrivialAugment | 69.93 | Not recorded | 69438aa5423ea422657295ea | | TrivialAugment + Random Erasing + Noise | 69.23 | Not recorded | 69438aa5423ea422657295ea | | Mixup + Cutmix | 68.26 | Not recorded | 69438aa5423ea422657295ea | | TrivialAugment | 68.01 | Not recorded | 69438aa5423ea422657295ea | | NoisyMix | 67.83 | Not recorded | 69438aa5423ea422657295ea | | NoisyMix | 67.82 | Not recorded | 69438aa5423ea422657295ea | | Random Erasing | 64.56 | Not recorded | 69438aa5423ea422657295ea | | Random Erasing + Noise | 63.88 | Not recorded | 69438aa5423ea422657295ea | | AugMix | 62.36 | Not recorded | 69438aa5423ea422657295ea | | AugMix + DeepAugment | 62.07 | Not recorded | 69438aa5423ea422657295ea | | Baseline | 61.95 | Not recorded | 69438aa5423ea422657295ea | ### SYN+NST+TA (Ours) Accuracy: 74.69. Result ID: 699835af5698665ec4914feb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRN-28-4","Training Epochs":"600"}. This record does not assert independent reproduction. ### Synthetic Accuracy: 73.37. Result ID: 699835af5698665ec4915005. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SYN+NST+TA Accuracy: 73.07. Result ID: 699835af5698665ec4915006. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SYN+NST+TA + Random Erasing + Noise + Feature Noise Accuracy: 72.43. Result ID: 699835af5698665ec4915008. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SYN+NST+TA + Random Erasing + Noise Accuracy: 71.8. Result ID: 699835af5698665ec4915007. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Noisy Feature Mixup + TrivialAugment Accuracy: 69.93. Result ID: 699835af5698665ec4915003. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TrivialAugment + Random Erasing + Noise Accuracy: 69.23. Result ID: 699835af5698665ec4914fff. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Mixup + Cutmix Accuracy: 68.26. Result ID: 699835af5698665ec4915002. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TrivialAugment Accuracy: 68.01. Result ID: 699835af5698665ec4914ffc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NoisyMix Accuracy: 67.83. Result ID: 699835af5698665ec4915004. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"300 epoch rerun without early stopping"}. This record does not assert independent reproduction. ### NoisyMix Accuracy: 67.82. Result ID: 699835af5698665ec4914fea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"WRN-28-4","Training Epochs":"600"}. This record does not assert independent reproduction. ### Random Erasing Accuracy: 64.56. Result ID: 699835af5698665ec4914ffd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Random Erasing + Noise Accuracy: 63.88. Result ID: 699835af5698665ec4914ffe. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AugMix Accuracy: 62.36. Result ID: 699835af5698665ec4915000. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AugMix + DeepAugment Accuracy: 62.07. Result ID: 699835af5698665ec4915001. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Baseline Accuracy: 61.95. Result ID: 699835af5698665ec4914ffb. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.