# Image Classification on ImageNet-C severity level 5 (test) Source: [Image Classification on ImageNet-C severity level 5 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:35:25.573Z Evaluation of Image Classification performance on the ImageNet-C dataset corrupted at severity level 5 (version 1.0 test split), reporting average error rate and total memory usage. 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) | ImageNet-C severity level 5 1.0 (test) | | Metric | Average 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 - [Average Error Rate](): Lower is better; unit: PERCENT. - [Total Memory Usage](): Lower is better; unit: SIZE. ## Recorded results | Method | Average Error Rate | Result date | Report paper | | --- | --- | --- | --- | | EcoTTA | 54.4 | Not recorded | 68fa6f671e209131cea4558e | | COTTA | 54.6 | Not recorded | 68fa6f671e209131cea4558e | | EATA | 54.9 | Not recorded | 68fa6f671e209131cea4558e | | EcoTTA | 55.2 | Not recorded | 68fa6f671e209131cea4558e | | Continual TENT | 56.1 | Not recorded | 68fa6f671e209131cea4558e | | BN Stats Adapt | 57.87 | Not recorded | 68fa6f671e209131cea4558e | | COTTA | 62.6 | Not recorded | 68fa6f671e209131cea4558e | | EcoTTA | 63.4 | Not recorded | 68fa6f671e209131cea4558e | | EATA | 63.8 | Not recorded | 68fa6f671e209131cea4558e | | EcoTTA | 64.6 | Not recorded | 68fa6f671e209131cea4558e | | Continual TENT | 66.2 | Not recorded | 68fa6f671e209131cea4558e | | BN Stats Adapt | 72.18 | Not recorded | 68fa6f671e209131cea4558e | | Source | 74.36 | Not recorded | 68fa6f671e209131cea4558e | | Source | 82.35 | Not recorded | 68fa6f671e209131cea4558e | ### EcoTTA Average Error Rate: 54.4. Result ID: 6990ac013a6c31484902523a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-training":"AugMix","K":5}. This record does not assert independent reproduction. ### COTTA Average Error Rate: 54.6. Result ID: 6990ac013a6c314849025236. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-training":"AugMix"}. This record does not assert independent reproduction. ### EATA Average Error Rate: 54.9. Result ID: 6990ac013a6c314849025234. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-training":"AugMix"}. This record does not assert independent reproduction. ### EcoTTA Average Error Rate: 55.2. Result ID: 6990ac013a6c314849025238. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-training":"AugMix","K":4}. This record does not assert independent reproduction. ### Continual TENT Average Error Rate: 56.1. Result ID: 6990ac013a6c314849025232. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-training":"AugMix"}. This record does not assert independent reproduction. ### BN Stats Adapt Average Error Rate: 57.87. Result ID: 6990ac013a6c314849025230. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-training":"AugMix"}. This record does not assert independent reproduction. ### COTTA Average Error Rate: 62.6. Result ID: 6990ac013a6c314849025237. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-training":"Standard"}. This record does not assert independent reproduction. ### EcoTTA Average Error Rate: 63.4. Result ID: 6990ac013a6c31484902523b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-training":"Standard","K":5}. This record does not assert independent reproduction. ### EATA Average Error Rate: 63.8. Result ID: 6990ac013a6c314849025235. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-training":"Standard"}. This record does not assert independent reproduction. ### EcoTTA Average Error Rate: 64.6. Result ID: 6990ac013a6c314849025239. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-training":"Standard","K":4}. This record does not assert independent reproduction. ### Continual TENT Average Error Rate: 66.2. Result ID: 6990ac013a6c314849025233. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-training":"Standard"}. This record does not assert independent reproduction. ### BN Stats Adapt Average Error Rate: 72.18. Result ID: 6990ac013a6c314849025231. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-training":"Standard"}. This record does not assert independent reproduction. ### Source Average Error Rate: 74.36. Result ID: 6990ac013a6c31484902522e. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-training":"AugMix"}. This record does not assert independent reproduction. ### Source Average Error Rate: 82.35. Result ID: 6990ac013a6c31484902522f. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Pre-training":"Standard"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.