# Noisy Test-Time Adaptation on ImageNet-S Source: [Noisy Test-Time Adaptation on ImageNet-S]() Collection index: [llms.txt]() Data updated: 2026-06-25T08:37:17.180Z Evaluation of Test-Time Adaptation performance on the ImageNet-S dataset, reporting accuracy metrics across various corruption sources (iNaturalist, SUN, Texture, 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-S | | Metric | Accuracy (iNaturalist, Severity 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 - [Accuracy (iNaturalist, Severity S)](): Higher is better; unit: PERCENT. - [Accuracy (iNaturalist, Severity N)](): Higher is better; unit: PERCENT. - [Accuracy (iNaturalist, Severity H)](): Higher is better; unit: PERCENT. - [Accuracy (SUN, Severity S)](): Higher is better; unit: PERCENT. - [Accuracy (SUN, Severity N)](): Higher is better; unit: PERCENT. - [Accuracy (SUN, Severity H)](): Higher is better; unit: PERCENT. - [Accuracy (Texture, Severity S)](): Higher is better; unit: PERCENT. - [Accuracy (Texture, Severity N)](): Higher is better; unit: PERCENT. - [Accuracy (Texture, Severity H)](): Higher is better; unit: PERCENT. - [Accuracy (Places, Severity S)](): Higher is better; unit: PERCENT. - [Accuracy (Places, Severity N)](): Higher is better; unit: PERCENT. - [Accuracy (Places, Severity H)](): Higher is better; unit: PERCENT. - [Average Accuracy (Severity S)](): Higher is better; unit: PERCENT. - [Average Accuracy (Severity N)](): Higher is better; unit: PERCENT. - [Average Accuracy (Severity H)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (iNaturalist, Severity S) | Result date | Report paper | | --- | --- | --- | --- | | DDE | 43.23 | Not recorded | 6a3cb624206542251d7ca61f | | DMN | 42.69 | Not recorded | 6a3cb624206542251d7ca61f | | OODD | 42.41 | Not recorded | 6a3cb624206542251d7ca61f | | AdaND | 40.97 | Not recorded | 6a3cb624206542251d7ca61f | | AdaNeg | 39.9 | Not recorded | 6a3cb624206542251d7ca61f | | ZS-CLIP | 34.17 | Not recorded | 6a3cb624206542251d7ca61f | | TPT | 32.16 | Not recorded | 6a3cb624206542251d7ca61f | | Tent | 30.46 | Not recorded | 6a3cb624206542251d7ca61f | ### DDE Accuracy (iNaturalist, Severity S): 43.23. Result ID: 6a3ce8abfbc373592c527ee1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"Zero-shot"}. This record does not assert independent reproduction. ### DMN Accuracy (iNaturalist, Severity S): 42.69. Result ID: 6a3ce8abfbc373592c527edd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"mode":"Zero-shot"}. This record does not assert independent reproduction. ### OODD Accuracy (iNaturalist, Severity S): 42.41. Result ID: 6a3ce8abfbc373592c527edf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"Zero-shot"}. This record does not assert independent reproduction. ### AdaND Accuracy (iNaturalist, Severity S): 40.97. Result ID: 6a3ce8abfbc373592c527ee0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"Zero-shot"}. This record does not assert independent reproduction. ### AdaNeg Accuracy (iNaturalist, Severity S): 39.9. Result ID: 6a3ce8abfbc373592c527ede. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"mode":"Zero-shot"}. This record does not assert independent reproduction. ### ZS-CLIP Accuracy (iNaturalist, Severity S): 34.17. Result ID: 6a3ce8abfbc373592c527eda. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"mode":"Zero-shot"}. This record does not assert independent reproduction. ### TPT Accuracy (iNaturalist, Severity S): 32.16. Result ID: 6a3ce8abfbc373592c527edc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"mode":"Zero-shot"}. This record does not assert independent reproduction. ### Tent Accuracy (iNaturalist, Severity S): 30.46. Result ID: 6a3ce8abfbc373592c527edb. [Reporting paper]() [Method origin paper]() 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.