# Noisy Test-Time Adaptation on ImageNet-1k Source: [Noisy Test-Time Adaptation on ImageNet-1k]() Collection index: [llms.txt]() Data updated: 2026-06-25T08:37:17.149Z Evaluation of Test-Time Adaptation performance using a model trained on ImageNet-1k, tested across various domain shifts including iNaturalist, SUN, Texture, and Places, reporting domain-specific and average accuracies (AccS, AccN, AccH). 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-1k | | Metric | iNaturalist Acc\_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 Acc\_S](): Higher is better; unit: PERCENT. - [iNaturalist Acc\_N](): Higher is better; unit: PERCENT. - [iNaturalist Acc\_H](): Higher is better; unit: PERCENT. - [SUN Acc\_S](): Higher is better; unit: PERCENT. - [SUN Acc\_N](): Higher is better; unit: PERCENT. - [SUN Acc\_H](): Higher is better; unit: PERCENT. - [Texture Acc\_S](): Higher is better; unit: PERCENT. - [Texture Acc\_N](): Higher is better; unit: PERCENT. - [Texture Acc\_H](): Higher is better; unit: PERCENT. - [Places Acc\_S](): Higher is better; unit: PERCENT. - [Places Acc\_N](): Higher is better; unit: PERCENT. - [Places Acc\_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 Acc\_S | Result date | Report paper | | --- | --- | --- | --- | | DDE | 67.72 | Not recorded | 6a3cb624206542251d7ca61f | | DMN | 63.41 | Not recorded | 6a3cb624206542251d7ca61f | | AdaND | 63.26 | Not recorded | 6a3cb624206542251d7ca61f | | AdaNeg | 62 | Not recorded | 6a3cb624206542251d7ca61f | | OODD | 59.4 | Not recorded | 6a3cb624206542251d7ca61f | | ZS-CLIP | 54.01 | Not recorded | 6a3cb624206542251d7ca61f | | TPT | 52.58 | Not recorded | 6a3cb624206542251d7ca61f | | Tent | 48.56 | Not recorded | 6a3cb624206542251d7ca61f | ### DDE iNaturalist Acc\_S: 67.72. Result ID: 6a3ce8abfbc373592c527ed9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"Zero-shot"}. This record does not assert independent reproduction. ### DMN iNaturalist Acc\_S: 63.41. Result ID: 6a3ce8abfbc373592c527ed5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"mode":"Zero-shot"}. This record does not assert independent reproduction. ### AdaND iNaturalist Acc\_S: 63.26. Result ID: 6a3ce8abfbc373592c527ed8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"Zero-shot"}. This record does not assert independent reproduction. ### AdaNeg iNaturalist Acc\_S: 62. Result ID: 6a3ce8abfbc373592c527ed6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"mode":"Zero-shot"}. This record does not assert independent reproduction. ### OODD iNaturalist Acc\_S: 59.4. Result ID: 6a3ce8abfbc373592c527ed7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"Zero-shot"}. This record does not assert independent reproduction. ### ZS-CLIP iNaturalist Acc\_S: 54.01. Result ID: 6a3ce8abfbc373592c527ed2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"mode":"Zero-shot"}. This record does not assert independent reproduction. ### TPT iNaturalist Acc\_S: 52.58. Result ID: 6a3ce8abfbc373592c527ed4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"mode":"Zero-shot"}. This record does not assert independent reproduction. ### Tent iNaturalist Acc\_S: 48.56. Result ID: 6a3ce8abfbc373592c527ed3. [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.