# Continual Test-Time Adaptation on CCC Medium Source: [Continual Test-Time Adaptation on CCC Medium]() Collection index: [llms.txt]() Data updated: 2026-05-15T07:34:59.548Z Evaluation of Continual Test-Time Adaptation methods specifically on the Medium difficulty subset of the CCC dataset, reporting Error (%). 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 Medium | | 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 | 41.66 | Not recorded | 6a06a899dbc836b87d82a05e | | RMEMSAFE+ASR (ours) | 41.66 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID + ASR | 41.72 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID + ASR | 41.72 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID | 42.69 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID | 42.69 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID + RDumb | 43.06 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID + RDumb | 43.06 | Not recorded | 6a06a899dbc836b87d82a05e | | RMEMSAFE, no ASR | 43.86 | Not recorded | 6a06a899dbc836b87d82a05e | | RMEMSAFE, no ASR | 43.86 | Not recorded | 6a06a899dbc836b87d82a05e | | ETA + ASR | 45.93 | Not recorded | 6a06a899dbc836b87d82a05e | | EATA + ASR | 45.93 | Not recorded | 6a06a899dbc836b87d82a05e | | ETA + ASR | 45.93 | Not recorded | 6a06a899dbc836b87d82a05e | | EATA + ASR | 45.93 | Not recorded | 6a06a899dbc836b87d82a05e | | Source | 51.44 | Not recorded | 6a06a899dbc836b87d82a05e | | Source | 51.44 | Not recorded | 6a06a899dbc836b87d82a05e | | RMEMSAFE + ASR | 51.62 | Not recorded | 6a06a899dbc836b87d82a05e | | RMEMSAFE+ASR (ours) | 51.62 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID + ASR | 52.8 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID + ASR | 52.8 | Not recorded | 6a06a899dbc836b87d82a05e | | ETA + ASR | 53.58 | Not recorded | 6a06a899dbc836b87d82a05e | | ETA + ASR | 53.58 | Not recorded | 6a06a899dbc836b87d82a05e | | EATA + ASR | 53.62 | Not recorded | 6a06a899dbc836b87d82a05e | | EATA + ASR | 53.62 | Not recorded | 6a06a899dbc836b87d82a05e | | RMEMSAFE, no ASR | 53.73 | Not recorded | 6a06a899dbc836b87d82a05e | | RMEMSAFE, no ASR | 53.73 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID | 54.24 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID | 54.24 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID + RDumb | 54.52 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID + RDumb | 54.52 | Not recorded | 6a06a899dbc836b87d82a05e | | Source | 74.35 | Not recorded | 6a06a899dbc836b87d82a05e | | Source | 74.35 | Not recorded | 6a06a899dbc836b87d82a05e | ### RMEMSAFE + ASR Error (%): 41.66. Result ID: 6a06cc9b47f34ce924ee1038. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### RMEMSAFE+ASR (ours) Error (%): 41.66. Result ID: 6a06cc9b47f34ce924ee1080. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### ROID + ASR Error (%): 41.72. Result ID: 6a06cc9b47f34ce924ee1036. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### ROID + ASR Error (%): 41.72. Result ID: 6a06cc9b47f34ce924ee107e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### ROID Error (%): 42.69. Result ID: 6a06cc9b47f34ce924ee1032. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### ROID Error (%): 42.69. Result ID: 6a06cc9b47f34ce924ee107a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### ROID + RDumb Error (%): 43.06. Result ID: 6a06cc9b47f34ce924ee1033. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### ROID + RDumb Error (%): 43.06. Result ID: 6a06cc9b47f34ce924ee107b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### RMEMSAFE, no ASR Error (%): 43.86. Result ID: 6a06cc9b47f34ce924ee1037. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### RMEMSAFE, no ASR Error (%): 43.86. Result ID: 6a06cc9b47f34ce924ee107f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### ETA + ASR Error (%): 45.93. Result ID: 6a06cc9b47f34ce924ee1034. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### EATA + ASR Error (%): 45.93. Result ID: 6a06cc9b47f34ce924ee1035. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### ETA + ASR Error (%): 45.93. Result ID: 6a06cc9b47f34ce924ee107c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### EATA + ASR Error (%): 45.93. Result ID: 6a06cc9b47f34ce924ee107d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### Source Error (%): 51.44. Result ID: 6a06cc9b47f34ce924ee1031. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### Source Error (%): 51.44. Result ID: 6a06cc9b47f34ce924ee1079. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### RMEMSAFE + ASR Error (%): 51.62. Result ID: 6a06cc9b47f34ce924ee1030. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### RMEMSAFE+ASR (ours) Error (%): 51.62. Result ID: 6a06cc9b47f34ce924ee1078. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ROID + ASR Error (%): 52.8. Result ID: 6a06cc9b47f34ce924ee102e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ROID + ASR Error (%): 52.8. Result ID: 6a06cc9b47f34ce924ee1076. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ETA + ASR Error (%): 53.58. Result ID: 6a06cc9b47f34ce924ee102c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ETA + ASR Error (%): 53.58. Result ID: 6a06cc9b47f34ce924ee1074. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### EATA + ASR Error (%): 53.62. Result ID: 6a06cc9b47f34ce924ee102d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### EATA + ASR Error (%): 53.62. Result ID: 6a06cc9b47f34ce924ee1075. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### RMEMSAFE, no ASR Error (%): 53.73. Result ID: 6a06cc9b47f34ce924ee102f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### RMEMSAFE, no ASR Error (%): 53.73. Result ID: 6a06cc9b47f34ce924ee1077. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ROID Error (%): 54.24. Result ID: 6a06cc9b47f34ce924ee102a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ROID Error (%): 54.24. Result ID: 6a06cc9b47f34ce924ee1072. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ROID + RDumb Error (%): 54.52. Result ID: 6a06cc9b47f34ce924ee102b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ROID + RDumb Error (%): 54.52. Result ID: 6a06cc9b47f34ce924ee1073. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### Source Error (%): 74.35. Result ID: 6a06cc9b47f34ce924ee1029. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### Source Error (%): 74.35. Result ID: 6a06cc9b47f34ce924ee1071. [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.