# Time Series Classification on ACSF1 (UCR) Source: [Time Series Classification on ACSF1 (UCR)]() Collection index: [llms.txt]() Data updated: 2026-06-23T12:40:07.948Z Evaluation of Time Series Classification performance specifically on the ACSF1 dataset, which is part of the UCR Time Series Archive. 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) | ACSF1 (UCR) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 | | --- | --- | --- | --- | | Chronos2 | 86 | Not recorded | 699bdf2909c33900fcd805a1 | | TiViT-H | 83 | Not recorded | 699bdf2909c33900fcd805a1 | | TiConvNext | 83 | Not recorded | 699bdf2909c33900fcd805a1 | | Catch22+ | 82.33 | Not recorded | 699bdf2909c33900fcd805a1 | | MantisV2 | 82 | Not recorded | 699bdf2909c33900fcd805a1 | | TabICL | 81 | Not recorded | 699bdf2909c33900fcd805a1 | | MantisV2 | 81 | Not recorded | 699bdf2909c33900fcd805a1 | | TabPFN | 80 | Not recorded | 699bdf2909c33900fcd805a1 | | Mantis+ | 80 | Not recorded | 699bdf2909c33900fcd805a1 | | DTW | 80 | Not recorded | 6a3a1397206542251d7c770a | | Mantis+ | 79 | Not recorded | 699bdf2909c33900fcd805a1 | | MantisV2 | 77 | Not recorded | 699bdf2909c33900fcd805a1 | | MantisV2 | 77 | Not recorded | 699bdf2909c33900fcd805a1 | | MantisV2 | 76 | Not recorded | 699bdf2909c33900fcd805a1 | | MOMENT | 75 | Not recorded | 699bdf2909c33900fcd805a1 | | TiRex | 75 | Not recorded | 699bdf2909c33900fcd805a1 | | NuTime | 70 | Not recorded | 699bdf2909c33900fcd805a1 | | DiffTW | 9 | Not recorded | 6a3a1397206542251d7c770a | ### Chronos2 Accuracy: 86. Result ID: 699ce7435698665ec487f9c5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TiViT-H Accuracy: 83. Result ID: 699ce7435698665ec487f9c6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TiConvNext Accuracy: 83. Result ID: 699ce7435698665ec487f9c7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Catch22+ Accuracy: 82.33. Result ID: 699ce7435698665ec487f9c0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MantisV2 Accuracy: 82. Result ID: 699ce7435698665ec487f9ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ensemble":"TiConvNext"}. This record does not assert independent reproduction. ### TabICL Accuracy: 81. Result ID: 699ce7435698665ec487f9c2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MantisV2 Accuracy: 81. Result ID: 699ce7435698665ec487f9cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ensemble":"TiViT-H"}. This record does not assert independent reproduction. ### TabPFN Accuracy: 80. Result ID: 699ce7435698665ec487f9c1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Mantis+ Accuracy: 80. Result ID: 699ce7435698665ec487f9cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"variant":"SE"}. This record does not assert independent reproduction. ### DTW Accuracy: 80. Result ID: 6a3a7e8bfbc373592c391135. [Reporting paper]() Recorded evaluation configuration: {"Length":"1460","Label":"10","Classification Scheme":"1-NN"}. This record does not assert independent reproduction. ### Mantis+ Accuracy: 79. Result ID: 699ce7435698665ec487f9c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MantisV2 Accuracy: 77. Result ID: 699ce7435698665ec487f9cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"variant":"SE"}. This record does not assert independent reproduction. ### MantisV2 Accuracy: 77. Result ID: 699ce7435698665ec487f9cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"fine-tuned"}. This record does not assert independent reproduction. ### MantisV2 Accuracy: 76. Result ID: 699ce7435698665ec487f9ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MOMENT Accuracy: 75. Result ID: 699ce7435698665ec487f9c3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TiRex Accuracy: 75. Result ID: 699ce7435698665ec487f9c4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NuTime Accuracy: 70. Result ID: 699ce7435698665ec487f9c8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DiffTW Accuracy: 9. Result ID: 6a3a7e8bfbc373592c391134. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Length":"1460","Label":"10","Classification Scheme":"1-NN"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.