# Continual Test-Time Adaptation on CCC Hard Source: [Continual Test-Time Adaptation on CCC Hard]() Collection index: [llms.txt]() Data updated: 2026-05-15T07:34:59.594Z Evaluation of Continual Test-Time Adaptation performance on the CCC Hard subset of the CCC 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 Hard | | 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 | | --- | --- | --- | --- | | ROID | 75.98 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID | 75.98 | Not recorded | 6a06a899dbc836b87d82a05e | | RMEMSAFE, no ASR | 76.36 | Not recorded | 6a06a899dbc836b87d82a05e | | RMEMSAFE, no ASR | 76.36 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID + RDumb | 76.5 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID + RDumb | 76.5 | Not recorded | 6a06a899dbc836b87d82a05e | | ETA + ASR | 80.11 | Not recorded | 6a06a899dbc836b87d82a05e | | ETA + ASR | 80.11 | Not recorded | 6a06a899dbc836b87d82a05e | | EATA + ASR | 80.58 | Not recorded | 6a06a899dbc836b87d82a05e | | EATA + ASR | 80.58 | Not recorded | 6a06a899dbc836b87d82a05e | | RMEMSAFE + ASR | 83.18 | Not recorded | 6a06a899dbc836b87d82a05e | | RMEMSAFE+ASR (ours) | 83.18 | Not recorded | 6a06a899dbc836b87d82a05e | | RMEMSAFE + ASR | 83.81 | Not recorded | 6a06a899dbc836b87d82a05e | | RMEMSAFE+ASR (ours) | 83.81 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID + ASR | 84.04 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID + ASR | 84.04 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID + ASR | 84.56 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID + ASR | 84.56 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID | 86.07 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID | 86.07 | Not recorded | 6a06a899dbc836b87d82a05e | | Source | 86.58 | Not recorded | 6a06a899dbc836b87d82a05e | | Source | 86.58 | Not recorded | 6a06a899dbc836b87d82a05e | | RMEMSAFE, no ASR | 86.6 | Not recorded | 6a06a899dbc836b87d82a05e | | RMEMSAFE, no ASR | 86.6 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID + RDumb | 86.77 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID + RDumb | 86.77 | Not recorded | 6a06a899dbc836b87d82a05e | | EATA + ASR | 88.89 | Not recorded | 6a06a899dbc836b87d82a05e | | EATA + ASR | 88.89 | Not recorded | 6a06a899dbc836b87d82a05e | | ETA + ASR | 89.74 | Not recorded | 6a06a899dbc836b87d82a05e | | ETA + ASR | 89.74 | Not recorded | 6a06a899dbc836b87d82a05e | | Source | 98.67 | Not recorded | 6a06a899dbc836b87d82a05e | | Source | 98.67 | Not recorded | 6a06a899dbc836b87d82a05e | ### ROID Error (%): 75.98. Result ID: 6a06cc9b47f34ce924ee1042. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### ROID Error (%): 75.98. Result ID: 6a06cc9b47f34ce924ee108a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### RMEMSAFE, no ASR Error (%): 76.36. Result ID: 6a06cc9b47f34ce924ee1047. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### RMEMSAFE, no ASR Error (%): 76.36. Result ID: 6a06cc9b47f34ce924ee108f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### ROID + RDumb Error (%): 76.5. Result ID: 6a06cc9b47f34ce924ee1043. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### ROID + RDumb Error (%): 76.5. Result ID: 6a06cc9b47f34ce924ee108b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### ETA + ASR Error (%): 80.11. Result ID: 6a06cc9b47f34ce924ee1044. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### ETA + ASR Error (%): 80.11. Result ID: 6a06cc9b47f34ce924ee108c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### EATA + ASR Error (%): 80.58. Result ID: 6a06cc9b47f34ce924ee1045. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### EATA + ASR Error (%): 80.58. Result ID: 6a06cc9b47f34ce924ee108d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### RMEMSAFE + ASR Error (%): 83.18. Result ID: 6a06cc9b47f34ce924ee1048. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### RMEMSAFE+ASR (ours) Error (%): 83.18. Result ID: 6a06cc9b47f34ce924ee1090. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### RMEMSAFE + ASR Error (%): 83.81. Result ID: 6a06cc9b47f34ce924ee1040. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### RMEMSAFE+ASR (ours) Error (%): 83.81. Result ID: 6a06cc9b47f34ce924ee1088. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ROID + ASR Error (%): 84.04. Result ID: 6a06cc9b47f34ce924ee1046. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### ROID + ASR Error (%): 84.04. Result ID: 6a06cc9b47f34ce924ee108e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### ROID + ASR Error (%): 84.56. Result ID: 6a06cc9b47f34ce924ee103e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ROID + ASR Error (%): 84.56. Result ID: 6a06cc9b47f34ce924ee1086. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ROID Error (%): 86.07. Result ID: 6a06cc9b47f34ce924ee103a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ROID Error (%): 86.07. Result ID: 6a06cc9b47f34ce924ee1082. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### Source Error (%): 86.58. Result ID: 6a06cc9b47f34ce924ee1041. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### Source Error (%): 86.58. Result ID: 6a06cc9b47f34ce924ee1089. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### RMEMSAFE, no ASR Error (%): 86.6. Result ID: 6a06cc9b47f34ce924ee103f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### RMEMSAFE, no ASR Error (%): 86.6. Result ID: 6a06cc9b47f34ce924ee1087. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ROID + RDumb Error (%): 86.77. Result ID: 6a06cc9b47f34ce924ee103b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ROID + RDumb Error (%): 86.77. Result ID: 6a06cc9b47f34ce924ee1083. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### EATA + ASR Error (%): 88.89. Result ID: 6a06cc9b47f34ce924ee103d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### EATA + ASR Error (%): 88.89. Result ID: 6a06cc9b47f34ce924ee1085. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ETA + ASR Error (%): 89.74. Result ID: 6a06cc9b47f34ce924ee103c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### ETA + ASR Error (%): 89.74. Result ID: 6a06cc9b47f34ce924ee1084. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### Source Error (%): 98.67. Result ID: 6a06cc9b47f34ce924ee1039. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### Source Error (%): 98.67. Result ID: 6a06cc9b47f34ce924ee1081. [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.