# Image Classification on ImageNet-C Severity Level 5, Mixed Shifts v1 (test) Source: [Image Classification on ImageNet-C Severity Level 5, Mixed Shifts v1 (test)]() Collection index: [llms.txt]() Data updated: 2026-04-21T10:32:48.823Z Evaluation of Image Classification performance on the ImageNet-C dataset corrupted specifically at Severity Level 5 using the Mixed Shifts v1 configuration on the test split. 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, Mixed Shifts v1 (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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 | 70.9 | Not recorded | 69e704a97d0172140ec7ee38 | | DeYO | 69.73 | Not recorded | 69e704a97d0172140ec7ee38 | | DeYO | 59.4 | Not recorded | 68fa72801e209131cea56d2d | | EATA | 58.64 | Not recorded | 69e704a97d0172140ec7ee38 | | SAR | 57.1 | Not recorded | 68fa72801e209131cea56d2d | | EATA | 56.4 | Not recorded | 68fa72801e209131cea56d2d | | No adapt | 54.37 | Not recorded | 69e704a97d0172140ec7ee38 | | SAR | 54.33 | Not recorded | 69e704a97d0172140ec7ee38 | | Tent | 52.82 | Not recorded | 69e704a97d0172140ec7ee38 | | DeYO | 39.26 | Not recorded | 69e704a97d0172140ec7ee38 | | MEMO | 39.1 | Not recorded | 68fa72801e209131cea56d2d | | DualTTA | 38.92 | Not recorded | 69e704a97d0172140ec7ee38 | | DeYO | 38.6 | Not recorded | 68fa72801e209131cea56d2d | | EATA | 38.5 | Not recorded | 69e704a97d0172140ec7ee38 | | SAR | 38.3 | Not recorded | 68fa72801e209131cea56d2d | | EATA | 38.2 | Not recorded | 68fa72801e209131cea56d2d | | SAR | 35.09 | Not recorded | 69e704a97d0172140ec7ee38 | | Tent | 34.2 | Not recorded | 68fa72801e209131cea56d2d | | No adapt | 31.44 | Not recorded | 69e704a97d0172140ec7ee38 | | MEMO | 31.2 | Not recorded | 68fa72801e209131cea56d2d | | ResNet-50-GN | 30.6 | Not recorded | 68fa72801e209131cea56d2d | | VitBase-LN | 29.9 | Not recorded | 68fa72801e209131cea56d2d | | DualTTA | 27.51 | Not recorded | 69e704a97d0172140ec7ee38 | | SAR | 26.1 | Not recorded | 69e704a97d0172140ec7ee38 | | Tent | 24.1 | Not recorded | 68fa72801e209131cea56d2d | | EATA | 19.62 | Not recorded | 69e704a97d0172140ec7ee38 | | Tent | 13.16 | Not recorded | 69e704a97d0172140ec7ee38 | | DeYO | 11.63 | Not recorded | 69e704a97d0172140ec7ee38 | | Tent | 2.35 | Not recorded | 69e704a97d0172140ec7ee38 | | No adapt | 0.14 | Not recorded | 69e704a97d0172140ec7ee38 | ### DualTTA Accuracy: 70.9. Result ID: 69e7523c47f34ce924ce4954. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViTBase-LN"}. This record does not assert independent reproduction. ### DeYO Accuracy: 69.73. Result ID: 69e7523c47f34ce924ce4951. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViTBase-LN"}. This record does not assert independent reproduction. ### DeYO Accuracy: 59.4. Result ID: 69922f423a6c3148490d23ea. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VitBase-LN"}. This record does not assert independent reproduction. ### EATA Accuracy: 58.64. Result ID: 69e7523c47f34ce924ce494e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViTBase-LN"}. This record does not assert independent reproduction. ### SAR Accuracy: 57.1. Result ID: 69922f423a6c3148490d23e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VitBase-LN"}. This record does not assert independent reproduction. ### EATA Accuracy: 56.4. Result ID: 69922f423a6c3148490d23e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VitBase-LN"}. This record does not assert independent reproduction. ### No adapt Accuracy: 54.37. Result ID: 69e7523c47f34ce924ce4945. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViTBase-LN"}. This record does not assert independent reproduction. ### SAR Accuracy: 54.33. Result ID: 69e7523c47f34ce924ce494b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViTBase-LN"}. This record does not assert independent reproduction. ### Tent Accuracy: 52.82. Result ID: 69e7523c47f34ce924ce4948. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViTBase-LN"}. This record does not assert independent reproduction. ### DeYO Accuracy: 39.26. Result ID: 69e7523c47f34ce924ce4950. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-GN"}. This record does not assert independent reproduction. ### MEMO Accuracy: 39.1. Result ID: 69922f423a6c3148490d23e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VitBase-LN"}. This record does not assert independent reproduction. ### DualTTA Accuracy: 38.92. Result ID: 69e7523c47f34ce924ce4953. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-GN"}. This record does not assert independent reproduction. ### DeYO Accuracy: 38.6. Result ID: 69922f423a6c3148490d23e4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN"}. This record does not assert independent reproduction. ### EATA Accuracy: 38.5. Result ID: 69e7523c47f34ce924ce494d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-GN"}. This record does not assert independent reproduction. ### SAR Accuracy: 38.3. Result ID: 69922f423a6c3148490d23e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN"}. This record does not assert independent reproduction. ### EATA Accuracy: 38.2. Result ID: 69922f423a6c3148490d23e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN"}. This record does not assert independent reproduction. ### SAR Accuracy: 35.09. Result ID: 69e7523c47f34ce924ce494a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-GN"}. This record does not assert independent reproduction. ### Tent Accuracy: 34.2. Result ID: 69922f423a6c3148490d23e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN"}. This record does not assert independent reproduction. ### No adapt Accuracy: 31.44. Result ID: 69e7523c47f34ce924ce4944. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-GN"}. This record does not assert independent reproduction. ### MEMO Accuracy: 31.2. Result ID: 69922f423a6c3148490d23e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN"}. This record does not assert independent reproduction. ### ResNet-50-GN Accuracy: 30.6. Result ID: 69922f423a6c3148490d23df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50-GN"}. This record does not assert independent reproduction. ### VitBase-LN Accuracy: 29.9. Result ID: 69922f423a6c3148490d23e5. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"VitBase-LN"}. This record does not assert independent reproduction. ### DualTTA Accuracy: 27.51. Result ID: 69e7523c47f34ce924ce4952. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-BN"}. This record does not assert independent reproduction. ### SAR Accuracy: 26.1. Result ID: 69e7523c47f34ce924ce4949. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-BN"}. This record does not assert independent reproduction. ### Tent Accuracy: 24.1. Result ID: 69922f423a6c3148490d23e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VitBase-LN"}. This record does not assert independent reproduction. ### EATA Accuracy: 19.62. Result ID: 69e7523c47f34ce924ce494c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-BN"}. This record does not assert independent reproduction. ### Tent Accuracy: 13.16. Result ID: 69e7523c47f34ce924ce4947. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-GN"}. This record does not assert independent reproduction. ### DeYO Accuracy: 11.63. Result ID: 69e7523c47f34ce924ce494f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-BN"}. This record does not assert independent reproduction. ### Tent Accuracy: 2.35. Result ID: 69e7523c47f34ce924ce4946. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-BN"}. This record does not assert independent reproduction. ### No adapt Accuracy: 0.14. Result ID: 69e7523c47f34ce924ce4943. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-BN"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.