# Online Continual Test-Time Adaptation on ImageNet-to-ImageNet-C (severity 5 Average) Source: [Online Continual Test-Time Adaptation on ImageNet-to-ImageNet-C (severity 5 Average)]() Collection index: [llms.txt]() Data updated: 2026-04-24T08:47:02.805Z Evaluation of Online Continual Test-Time Adaptation performance averaged across ImageNet-to-ImageNet-C corruption benchmarks using severity level 5. 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 | Online Continual Test-Time Adaptation | | Dataset (including any stated split) | ImageNet-to-ImageNet-C Average (severity 5) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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. - [AUC](): Higher is better; unit: PERCENT. - [H-score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | DOCO | 62 | Not recorded | 69eaf94155a3c32af89f8b8d | | E-COME | 58.6 | Not recorded | 69eaf94155a3c32af89f8b8d | | EATA | 58.5 | Not recorded | 69eaf94155a3c32af89f8b8d | | DPCore | 58.3 | Not recorded | 69eaf94155a3c32af89f8b8d | | OSTTA | 58.2 | Not recorded | 69eaf94155a3c32af89f8b8d | | UniEnt | 57.7 | Not recorded | 69eaf94155a3c32af89f8b8d | | SAR | 56.1 | Not recorded | 69eaf94155a3c32af89f8b8d | | ViDA | 55.3 | Not recorded | 69eaf94155a3c32af89f8b8d | | S-COME | 53.8 | Not recorded | 69eaf94155a3c32af89f8b8d | | STAMP | 51.5 | Not recorded | 69eaf94155a3c32af89f8b8d | | CoTTA | 49.9 | Not recorded | 69eaf94155a3c32af89f8b8d | | Source | 49.8 | Not recorded | 69eaf94155a3c32af89f8b8d | | Tent | 49.2 | Not recorded | 69eaf94155a3c32af89f8b8d | ### DOCO Accuracy: 62. Result ID: 69eb2df347f34ce924d3897d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"OCTTA","OOD ratio (κ)":"0.2","severity":"5"}. This record does not assert independent reproduction. ### E-COME Accuracy: 58.6. Result ID: 69eb2df347f34ce924d3897a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"OCTTA","OOD ratio (κ)":"0.2","severity":"5"}. This record does not assert independent reproduction. ### EATA Accuracy: 58.5. Result ID: 69eb2df347f34ce924d38974. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"OCTTA","OOD ratio (κ)":"0.2","severity":"5"}. This record does not assert independent reproduction. ### DPCore Accuracy: 58.3. Result ID: 69eb2df347f34ce924d3897c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"OCTTA","OOD ratio (κ)":"0.2","severity":"5"}. This record does not assert independent reproduction. ### OSTTA Accuracy: 58.2. Result ID: 69eb2df347f34ce924d38976. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"OCTTA","OOD ratio (κ)":"0.2","severity":"5"}. This record does not assert independent reproduction. ### UniEnt Accuracy: 57.7. Result ID: 69eb2df347f34ce924d38978. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"setting":"OCTTA","OOD ratio (κ)":"0.2","severity":"5"}. This record does not assert independent reproduction. ### SAR Accuracy: 56.1. Result ID: 69eb2df347f34ce924d38975. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"OCTTA","OOD ratio (κ)":"0.2","severity":"5"}. This record does not assert independent reproduction. ### ViDA Accuracy: 55.3. Result ID: 69eb2df347f34ce924d38977. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"OCTTA","OOD ratio (κ)":"0.2","severity":"5"}. This record does not assert independent reproduction. ### S-COME Accuracy: 53.8. Result ID: 69eb2df347f34ce924d3897b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"OCTTA","OOD ratio (κ)":"0.2","severity":"5"}. This record does not assert independent reproduction. ### STAMP Accuracy: 51.5. Result ID: 69eb2df347f34ce924d38979. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"OCTTA","OOD ratio (κ)":"0.2","severity":"5"}. This record does not assert independent reproduction. ### CoTTA Accuracy: 49.9. Result ID: 69eb2df347f34ce924d38973. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"setting":"OCTTA","OOD ratio (κ)":"0.2","severity":"5"}. This record does not assert independent reproduction. ### Source Accuracy: 49.8. Result ID: 69eb2df347f34ce924d38971. [Reporting paper]() Recorded evaluation configuration: {"setting":"OCTTA","OOD ratio (κ)":"0.2","severity":"5"}. This record does not assert independent reproduction. ### Tent Accuracy: 49.2. Result ID: 69eb2df347f34ce924d38972. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"OCTTA","OOD ratio (κ)":"0.2","severity":"5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.