# Time Series Classification on UCR Archive LargeKitchenAppliances Source: [Time Series Classification on UCR Archive LargeKitchenAppliances]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:33:11.763Z Evaluation of Time Series Classification performance on the UCR Archive LargeKitchenAppliances dataset, reporting Accuracy. 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 | Time Series Classification | | Dataset (including any stated split) | UCR Archive LargeKitchenAppliances | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | TiConvNext | 89.33 | Not recorded | 699bdf2909c33900fcd805a1 | | MantisV2 & TiConvNext | 88.8 | Not recorded | 699bdf2909c33900fcd805a1 | | TiViT-H | 87.2 | Not recorded | 699bdf2909c33900fcd805a1 | | Chronos2 | 86.13 | Not recorded | 699bdf2909c33900fcd805a1 | | MantisV2-FT | 85.96 | Not recorded | 699bdf2909c33900fcd805a1 | | MantisV2 & TiViT-H | 85.07 | Not recorded | 699bdf2909c33900fcd805a1 | | SE-Mantis+ | 83.2 | Not recorded | 699bdf2909c33900fcd805a1 | | TiRex | 82.93 | Not recorded | 699bdf2909c33900fcd805a1 | | Mantis+ | 82.4 | Not recorded | 699bdf2909c33900fcd805a1 | | Catch22+ | 81.69 | Not recorded | 699bdf2909c33900fcd805a1 | | MantisV2 | 81.6 | Not recorded | 699bdf2909c33900fcd805a1 | | SE-MantisV2 | 81.6 | Not recorded | 699bdf2909c33900fcd805a1 | | NuTime | 77.07 | Not recorded | 699bdf2909c33900fcd805a1 | | MOMENT | 76 | Not recorded | 699bdf2909c33900fcd805a1 | | TabICL | 69.6 | Not recorded | 699bdf2909c33900fcd805a1 | | TabPFN | 63.73 | Not recorded | 699bdf2909c33900fcd805a1 | ### TiConvNext Accuracy: 89.33. Result ID: 699ce7435698665ec487fb81. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MantisV2 & TiConvNext Accuracy: 88.8. Result ID: 699ce7435698665ec487fb88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ensemble":"with TiConvNext"}. This record does not assert independent reproduction. ### TiViT-H Accuracy: 87.2. Result ID: 699ce7435698665ec487fb80. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Chronos2 Accuracy: 86.13. Result ID: 699ce7435698665ec487fb7f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MantisV2-FT Accuracy: 85.96. Result ID: 699ce7435698665ec487fb89. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"fine-tuned":true}. This record does not assert independent reproduction. ### MantisV2 & TiViT-H Accuracy: 85.07. Result ID: 699ce7435698665ec487fb87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ensemble":"with TiViT-H"}. This record does not assert independent reproduction. ### SE-Mantis+ Accuracy: 83.2. Result ID: 699ce7435698665ec487fb85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ensemble":"SE"}. This record does not assert independent reproduction. ### TiRex Accuracy: 82.93. Result ID: 699ce7435698665ec487fb7e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Mantis+ Accuracy: 82.4. Result ID: 699ce7435698665ec487fb83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Catch22+ Accuracy: 81.69. Result ID: 699ce7435698665ec487fb7a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MantisV2 Accuracy: 81.6. Result ID: 699ce7435698665ec487fb84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SE-MantisV2 Accuracy: 81.6. Result ID: 699ce7435698665ec487fb86. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ensemble":"SE"}. This record does not assert independent reproduction. ### NuTime Accuracy: 77.07. Result ID: 699ce7435698665ec487fb82. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MOMENT Accuracy: 76. Result ID: 699ce7435698665ec487fb7d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TabICL Accuracy: 69.6. Result ID: 699ce7435698665ec487fb7c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TabPFN Accuracy: 63.73. Result ID: 699ce7435698665ec487fb7b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.