# Continual Test-Time Adaptation on CCC Easy Source: [Continual Test-Time Adaptation on CCC Easy]() Collection index: [llms.txt]() Data updated: 2026-05-15T07:34:59.495Z Evaluation of Continual Test-Time Adaptation performance on the CCC Easy dataset, reporting Error percentage. 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 | Continual Test-Time Adaptation | | Dataset (including any stated split) | CCC Easy | | Metric | Error (%) | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 32 of 32 | | 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 - [Error (%)](): Lower is better; unit: PERCENT. ## Recorded results | Method | Error (%) | Result date | Report paper | | --- | --- | --- | --- | | RMEMSAFE + ASR | 35.97 | Not recorded | 6a06a899dbc836b87d82a05e | | RMEMSAFE+ASR (ours) | 35.97 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID + ASR | 36.47 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID + ASR | 36.47 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID | 36.56 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID | 36.56 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID + RDumb | 36.8 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID + RDumb | 36.8 | Not recorded | 6a06a899dbc836b87d82a05e | | RMEMSAFE, no ASR | 37.37 | Not recorded | 6a06a899dbc836b87d82a05e | | RMEMSAFE, no ASR | 37.37 | Not recorded | 6a06a899dbc836b87d82a05e | | ETA + ASR | 41.18 | Not recorded | 6a06a899dbc836b87d82a05e | | EATA + ASR | 41.18 | Not recorded | 6a06a899dbc836b87d82a05e | | ETA + ASR | 41.18 | Not recorded | 6a06a899dbc836b87d82a05e | | EATA + ASR | 41.18 | Not recorded | 6a06a899dbc836b87d82a05e | | Source | 41.72 | Not recorded | 6a06a899dbc836b87d82a05e | | Source | 41.72 | Not recorded | 6a06a899dbc836b87d82a05e | | RMEMSAFE + ASR | 45.27 | Not recorded | 6a06a899dbc836b87d82a05e | | RMEMSAFE+ASR (ours) | 45.27 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID + ASR | 46.46 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID + ASR | 46.46 | Not recorded | 6a06a899dbc836b87d82a05e | | ETA + ASR | 46.7 | Not recorded | 6a06a899dbc836b87d82a05e | | ETA + ASR | 46.7 | Not recorded | 6a06a899dbc836b87d82a05e | | EATA + ASR | 46.71 | Not recorded | 6a06a899dbc836b87d82a05e | | EATA + ASR | 46.71 | Not recorded | 6a06a899dbc836b87d82a05e | | RMEMSAFE, no ASR | 46.8 | Not recorded | 6a06a899dbc836b87d82a05e | | RMEMSAFE, no ASR | 46.8 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID | 47.61 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID | 47.61 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID + RDumb | 47.78 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID + RDumb | 47.78 | Not recorded | 6a06a899dbc836b87d82a05e | | Source | 62.83 | Not recorded | 6a06a899dbc836b87d82a05e | | Source | 62.83 | Not recorded | 6a06a899dbc836b87d82a05e | ### RMEMSAFE + ASR Error (%): 35.97. Result ID: 6a06cc9b47f34ce924ee1028. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### RMEMSAFE+ASR (ours) Error (%): 35.97. Result ID: 6a06cc9b47f34ce924ee1070. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### ROID + ASR Error (%): 36.47. Result ID: 6a06cc9b47f34ce924ee1026. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### ROID + ASR Error (%): 36.47. Result ID: 6a06cc9b47f34ce924ee106e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### ROID Error (%): 36.56. Result ID: 6a06cc9b47f34ce924ee1022. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### ROID Error (%): 36.56. Result ID: 6a06cc9b47f34ce924ee106a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### ROID + RDumb Error (%): 36.8. Result ID: 6a06cc9b47f34ce924ee1023. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### ROID + RDumb Error (%): 36.8. Result ID: 6a06cc9b47f34ce924ee106b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### RMEMSAFE, no ASR Error (%): 37.37. Result ID: 6a06cc9b47f34ce924ee1027. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### RMEMSAFE, no ASR Error (%): 37.37. Result ID: 6a06cc9b47f34ce924ee106f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### ETA + ASR Error (%): 41.18. Result ID: 6a06cc9b47f34ce924ee1024. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### EATA + ASR Error (%): 41.18. Result ID: 6a06cc9b47f34ce924ee1025. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### ETA + ASR Error (%): 41.18. Result ID: 6a06cc9b47f34ce924ee106c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### EATA + ASR Error (%): 41.18. Result ID: 6a06cc9b47f34ce924ee106d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### Source Error (%): 41.72. Result ID: 6a06cc9b47f34ce924ee1021. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### Source Error (%): 41.72. Result ID: 6a06cc9b47f34ce924ee1069. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### RMEMSAFE + ASR Error (%): 45.27. Result ID: 6a06cc9b47f34ce924ee1020. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### RMEMSAFE+ASR (ours) Error (%): 45.27. Result ID: 6a06cc9b47f34ce924ee1068. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ROID + ASR Error (%): 46.46. Result ID: 6a06cc9b47f34ce924ee101e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ROID + ASR Error (%): 46.46. Result ID: 6a06cc9b47f34ce924ee1066. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ETA + ASR Error (%): 46.7. Result ID: 6a06cc9b47f34ce924ee101c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ETA + ASR Error (%): 46.7. Result ID: 6a06cc9b47f34ce924ee1064. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### EATA + ASR Error (%): 46.71. Result ID: 6a06cc9b47f34ce924ee101d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### EATA + ASR Error (%): 46.71. Result ID: 6a06cc9b47f34ce924ee1065. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### RMEMSAFE, no ASR Error (%): 46.8. Result ID: 6a06cc9b47f34ce924ee101f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### RMEMSAFE, no ASR Error (%): 46.8. Result ID: 6a06cc9b47f34ce924ee1067. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ROID Error (%): 47.61. Result ID: 6a06cc9b47f34ce924ee101a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ROID Error (%): 47.61. Result ID: 6a06cc9b47f34ce924ee1062. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ROID + RDumb Error (%): 47.78. Result ID: 6a06cc9b47f34ce924ee101b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ROID + RDumb Error (%): 47.78. Result ID: 6a06cc9b47f34ce924ee1063. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### Source Error (%): 62.83. Result ID: 6a06cc9b47f34ce924ee1019. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### Source Error (%): 62.83. Result ID: 6a06cc9b47f34ce924ee1061. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.