# Image Classification on ImageNet-C L5 (Imbalanced Labels) Source: [Image Classification on ImageNet-C L5 (Imbalanced Labels)]() Collection index: [llms.txt]() Data updated: 2026-04-21T10:35:44.417Z Evaluation of Image Classification robustness on the ImageNet-C dataset, specifically focusing on corruption severity level 5 under an imbalanced label distribution setting. 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 imbalanced label distribution level 5 | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | DualTTA | 63.3 | Not recorded | 69e704a97d0172140ec7ee38 | | SAR | 62.1 | Not recorded | 69e704a97d0172140ec7ee38 | | DeYO | 58.68 | Not recorded | 69e704a97d0172140ec7ee38 | | EATA | 53.6 | Not recorded | 69e704a97d0172140ec7ee38 | | Tent | 52.47 | Not recorded | 69e704a97d0172140ec7ee38 | | EATA | 47.14 | Not recorded | 69e704a97d0172140ec7ee38 | | SAR | 46.27 | Not recorded | 69e704a97d0172140ec7ee38 | | SAR | 45.67 | Not recorded | 69e704a97d0172140ec7ee38 | | DualTTA | 43.83 | Not recorded | 69e704a97d0172140ec7ee38 | | Tent | 42.8 | Not recorded | 69e704a97d0172140ec7ee38 | | DeYO | 41.54 | Not recorded | 69e704a97d0172140ec7ee38 | | DeYO | 41.03 | Not recorded | 69e704a97d0172140ec7ee38 | | No adapt | 39.83 | Not recorded | 69e704a97d0172140ec7ee38 | | DualTTA | 38.88 | Not recorded | 69e704a97d0172140ec7ee38 | | EATA | 34.86 | Not recorded | 69e704a97d0172140ec7ee38 | | No adapt | 32.11 | Not recorded | 69e704a97d0172140ec7ee38 | | No adapt | 31.44 | Not recorded | 69e704a97d0172140ec7ee38 | | Tent | 29.08 | Not recorded | 69e704a97d0172140ec7ee38 | ### DualTTA Accuracy: 63.3. Result ID: 69e7523c47f34ce924ce4942. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViTBase-LN"}. This record does not assert independent reproduction. ### SAR Accuracy: 62.1. Result ID: 69e7523c47f34ce924ce4939. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViTBase-LN"}. This record does not assert independent reproduction. ### DeYO Accuracy: 58.68. Result ID: 69e7523c47f34ce924ce493f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViTBase-LN"}. This record does not assert independent reproduction. ### EATA Accuracy: 53.6. Result ID: 69e7523c47f34ce924ce493c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViTBase-LN"}. This record does not assert independent reproduction. ### Tent Accuracy: 52.47. Result ID: 69e7523c47f34ce924ce4936. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViTBase-LN"}. This record does not assert independent reproduction. ### EATA Accuracy: 47.14. Result ID: 69e7523c47f34ce924ce493a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-BN"}. This record does not assert independent reproduction. ### SAR Accuracy: 46.27. Result ID: 69e7523c47f34ce924ce4937. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-BN"}. This record does not assert independent reproduction. ### SAR Accuracy: 45.67. Result ID: 69e7523c47f34ce924ce4938. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-GN"}. This record does not assert independent reproduction. ### DualTTA Accuracy: 43.83. Result ID: 69e7523c47f34ce924ce4940. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-BN"}. This record does not assert independent reproduction. ### Tent Accuracy: 42.8. Result ID: 69e7523c47f34ce924ce4934. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-BN"}. This record does not assert independent reproduction. ### DeYO Accuracy: 41.54. Result ID: 69e7523c47f34ce924ce493e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-GN"}. This record does not assert independent reproduction. ### DeYO Accuracy: 41.03. Result ID: 69e7523c47f34ce924ce493d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-BN"}. This record does not assert independent reproduction. ### No adapt Accuracy: 39.83. Result ID: 69e7523c47f34ce924ce4933. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViTBase-LN"}. This record does not assert independent reproduction. ### DualTTA Accuracy: 38.88. Result ID: 69e7523c47f34ce924ce4941. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-GN"}. This record does not assert independent reproduction. ### EATA Accuracy: 34.86. Result ID: 69e7523c47f34ce924ce493b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-GN"}. This record does not assert independent reproduction. ### No adapt Accuracy: 32.11. Result ID: 69e7523c47f34ce924ce4931. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-BN"}. This record does not assert independent reproduction. ### No adapt Accuracy: 31.44. Result ID: 69e7523c47f34ce924ce4932. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-GN"}. This record does not assert independent reproduction. ### Tent Accuracy: 29.08. Result ID: 69e7523c47f34ce924ce4935. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-GN"}. 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