# Continual Test-Time Adaptation on CIN-C iid Source: [Continual Test-Time Adaptation on CIN-C iid]() Collection index: [llms.txt]() Data updated: 2026-05-15T07:34:59.617Z Evaluation of Continual Test-Time Adaptation methods on the CIN-C iid 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) | CIN-C iid | | Metric | Error (%) | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 16 of 16 | | 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 | 49.49 | Not recorded | 6a06a899dbc836b87d82a05e | | RMEMSAFE+ASR (ours) | 49.49 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID + ASR | 50.37 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID + ASR | 50.37 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID | 51.29 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID | 51.29 | Not recorded | 6a06a899dbc836b87d82a05e | | RMEMSAFE, no ASR | 51.54 | Not recorded | 6a06a899dbc836b87d82a05e | | RMEMSAFE, no ASR | 51.54 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID + RDumb | 51.86 | Not recorded | 6a06a899dbc836b87d82a05e | | ROID + RDumb | 51.86 | Not recorded | 6a06a899dbc836b87d82a05e | | EATA + ASR | 52.6 | Not recorded | 6a06a899dbc836b87d82a05e | | EATA + ASR | 52.6 | Not recorded | 6a06a899dbc836b87d82a05e | | ETA + ASR | 52.62 | Not recorded | 6a06a899dbc836b87d82a05e | | ETA + ASR | 52.62 | Not recorded | 6a06a899dbc836b87d82a05e | | Source | 81.85 | Not recorded | 6a06a899dbc836b87d82a05e | | Source | 81.85 | Not recorded | 6a06a899dbc836b87d82a05e | ### RMEMSAFE + ASR Error (%): 49.49. Result ID: 6a06cc9b47f34ce924ee1050. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adaptation Protocol (Long-horizon)":"Long-horizon"}. This record does not assert independent reproduction. ### RMEMSAFE+ASR (ours) Error (%): 49.49. Result ID: 6a06cc9b47f34ce924ee1098. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"CINiid"}. This record does not assert independent reproduction. ### ROID + ASR Error (%): 50.37. Result ID: 6a06cc9b47f34ce924ee104e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adaptation Protocol (Long-horizon)":"Long-horizon"}. This record does not assert independent reproduction. ### ROID + ASR Error (%): 50.37. Result ID: 6a06cc9b47f34ce924ee1096. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"CINiid"}. This record does not assert independent reproduction. ### ROID Error (%): 51.29. Result ID: 6a06cc9b47f34ce924ee104a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adaptation Protocol (Long-horizon)":"Long-horizon"}. This record does not assert independent reproduction. ### ROID Error (%): 51.29. Result ID: 6a06cc9b47f34ce924ee1092. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"CINiid"}. This record does not assert independent reproduction. ### RMEMSAFE, no ASR Error (%): 51.54. Result ID: 6a06cc9b47f34ce924ee104f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adaptation Protocol (Long-horizon)":"Long-horizon"}. This record does not assert independent reproduction. ### RMEMSAFE, no ASR Error (%): 51.54. Result ID: 6a06cc9b47f34ce924ee1097. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"CINiid"}. This record does not assert independent reproduction. ### ROID + RDumb Error (%): 51.86. Result ID: 6a06cc9b47f34ce924ee104b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adaptation Protocol (Long-horizon)":"Long-horizon"}. This record does not assert independent reproduction. ### ROID + RDumb Error (%): 51.86. Result ID: 6a06cc9b47f34ce924ee1093. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"CINiid"}. This record does not assert independent reproduction. ### EATA + ASR Error (%): 52.6. Result ID: 6a06cc9b47f34ce924ee104d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adaptation Protocol (Long-horizon)":"Long-horizon"}. This record does not assert independent reproduction. ### EATA + ASR Error (%): 52.6. Result ID: 6a06cc9b47f34ce924ee1095. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"CINiid"}. This record does not assert independent reproduction. ### ETA + ASR Error (%): 52.62. Result ID: 6a06cc9b47f34ce924ee104c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adaptation Protocol (Long-horizon)":"Long-horizon"}. This record does not assert independent reproduction. ### ETA + ASR Error (%): 52.62. Result ID: 6a06cc9b47f34ce924ee1094. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"CINiid"}. This record does not assert independent reproduction. ### Source Error (%): 81.85. Result ID: 6a06cc9b47f34ce924ee1049. [Reporting paper]() Recorded evaluation configuration: {"Adaptation Protocol (Long-horizon)":"Long-horizon"}. This record does not assert independent reproduction. ### Source Error (%): 81.85. Result ID: 6a06cc9b47f34ce924ee1091. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"CINiid"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.