# Noisy Test-Time Adaptation on ImageNet-A Source: [Noisy Test-Time Adaptation on ImageNet-A]() Collection index: [llms.txt]() Data updated: 2026-06-25T08:37:17.209Z Evaluation of Test-Time Adaptation performance on the ImageNet-A dataset, reporting domain-specific and average accuracies (AccS, AccN, AccH) across shifts like iNaturalist, SUN, Texture, and Places. 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 | Noisy Test-Time Adaptation | | Dataset (including any stated split) | ImageNet-A | | Metric | iNaturalist Accuracy (S) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [iNaturalist Accuracy (S)](): Higher is better; unit: PERCENT. - [iNaturalist Accuracy (N)](): Higher is better; unit: PERCENT. - [iNaturalist Accuracy (H)](): Higher is better; unit: PERCENT. - [SUN Accuracy (S)](): Higher is better; unit: PERCENT. - [SUN Accuracy (N)](): Higher is better; unit: PERCENT. - [SUN Accuracy (H)](): Higher is better; unit: PERCENT. - [Texture Accuracy (S)](): Higher is better; unit: PERCENT. - [Texture Accuracy (N)](): Higher is better; unit: PERCENT. - [Texture Accuracy (H)](): Higher is better; unit: PERCENT. - [Places Accuracy (S)](): Higher is better; unit: PERCENT. - [Places Accuracy (N)](): Higher is better; unit: PERCENT. - [Places Accuracy (H)](): Higher is better; unit: PERCENT. - [Average Accuracy (S)](): Higher is better; unit: PERCENT. - [Average Accuracy (N)](): Higher is better; unit: PERCENT. - [Average Accuracy (H)](): Higher is better; unit: PERCENT. ## Recorded results | Method | iNaturalist Accuracy (S) | Result date | Report paper | | --- | --- | --- | --- | | DDE | 48.85 | Not recorded | 6a3cb624206542251d7ca61f | | AdaND | 43.59 | Not recorded | 6a3cb624206542251d7ca61f | | DMN | 42.59 | Not recorded | 6a3cb624206542251d7ca61f | | AdaNeg | 42.55 | Not recorded | 6a3cb624206542251d7ca61f | | OODD | 41.5 | Not recorded | 6a3cb624206542251d7ca61f | | Tent | 34.99 | Not recorded | 6a3cb624206542251d7ca61f | | ZS-CLIP | 34.73 | Not recorded | 6a3cb624206542251d7ca61f | | TPT | 34.12 | Not recorded | 6a3cb624206542251d7ca61f | ### DDE iNaturalist Accuracy (S): 48.85. Result ID: 6a3ce8abfbc373592c527ee9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"Zero-shot"}. This record does not assert independent reproduction. ### AdaND iNaturalist Accuracy (S): 43.59. Result ID: 6a3ce8abfbc373592c527ee8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"Zero-shot"}. This record does not assert independent reproduction. ### DMN iNaturalist Accuracy (S): 42.59. Result ID: 6a3ce8abfbc373592c527ee5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"mode":"Zero-shot"}. This record does not assert independent reproduction. ### AdaNeg iNaturalist Accuracy (S): 42.55. Result ID: 6a3ce8abfbc373592c527ee6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"mode":"Zero-shot"}. This record does not assert independent reproduction. ### OODD iNaturalist Accuracy (S): 41.5. Result ID: 6a3ce8abfbc373592c527ee7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"Zero-shot"}. This record does not assert independent reproduction. ### Tent iNaturalist Accuracy (S): 34.99. Result ID: 6a3ce8abfbc373592c527ee3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"Zero-shot"}. This record does not assert independent reproduction. ### ZS-CLIP iNaturalist Accuracy (S): 34.73. Result ID: 6a3ce8abfbc373592c527ee2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"mode":"Zero-shot"}. This record does not assert independent reproduction. ### TPT iNaturalist Accuracy (S): 34.12. Result ID: 6a3ce8abfbc373592c527ee4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"mode":"Zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.