# Classification on UEA & UCR 18 datasets 50% Missing (test) Source: [Classification on UEA & UCR 18 datasets 50% Missing (test)]() Collection index: [llms.txt]() Data updated: 2026-04-03T07:14:02.284Z Evaluation of Classification performance across the 18 datasets derived from the UEA & UCR archives, specifically using the variant where 50% of the data is missing, evaluated on the test split. Metrics reported are Accuracy and Rank. 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 | Classification | | Dataset (including any stated split) | UEA & UCR 18 datasets 50% Missing (test) | | 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. - [Rank](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FlowPath | 72.6 | Not recorded | 691aac5b6750be83fe5ce657 | | DualDynamics | 69.1 | Not recorded | 691aac5b6750be83fe5ce657 | | GRU-ODE | 66.4 | Not recorded | 691aac5b6750be83fe5ce657 | | Neural CDE | 66.1 | Not recorded | 691aac5b6750be83fe5ce657 | | GRU-∆t | 65.1 | Not recorded | 691aac5b6750be83fe5ce657 | | ANCDE | 63.9 | Not recorded | 691aac5b6750be83fe5ce657 | | Neural RDE | 63.3 | Not recorded | 691aac5b6750be83fe5ce657 | | ODE-RNN | 62.6 | Not recorded | 691aac5b6750be83fe5ce657 | | GRU | 61.1 | Not recorded | 691aac5b6750be83fe5ce657 | | GRU-D | 58 | Not recorded | 691aac5b6750be83fe5ce657 | | EXIT | 57.8 | Not recorded | 691aac5b6750be83fe5ce657 | | Neural Flow | 53.7 | Not recorded | 691aac5b6750be83fe5ce657 | | LSTM | 51.6 | Not recorded | 691aac5b6750be83fe5ce657 | | ODE-LSTM | 50.1 | Not recorded | 691aac5b6750be83fe5ce657 | | RNN | 47.1 | Not recorded | 691aac5b6750be83fe5ce657 | | LEAP | 46.6 | Not recorded | 691aac5b6750be83fe5ce657 | ### FlowPath Accuracy: 72.6. Result ID: 69cf673647f34ce924b8c214. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DualDynamics Accuracy: 69.1. Result ID: 69cf673647f34ce924b8c212. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRU-ODE Accuracy: 66.4. Result ID: 69cf673647f34ce924b8c20a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Neural CDE Accuracy: 66.1. Result ID: 69cf673647f34ce924b8c20d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRU-∆t Accuracy: 65.1. Result ID: 69cf673647f34ce924b8c208. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ANCDE Accuracy: 63.9. Result ID: 69cf673647f34ce924b8c20f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Neural RDE Accuracy: 63.3. Result ID: 69cf673647f34ce924b8c20e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ODE-RNN Accuracy: 62.6. Result ID: 69cf673647f34ce924b8c20b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRU Accuracy: 61.1. Result ID: 69cf673647f34ce924b8c207. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRU-D Accuracy: 58. Result ID: 69cf673647f34ce924b8c209. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EXIT Accuracy: 57.8. Result ID: 69cf673647f34ce924b8c210. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Neural Flow Accuracy: 53.7. Result ID: 69cf673647f34ce924b8c213. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LSTM Accuracy: 51.6. Result ID: 69cf673647f34ce924b8c206. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ODE-LSTM Accuracy: 50.1. Result ID: 69cf673647f34ce924b8c20c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RNN Accuracy: 47.1. Result ID: 69cf673647f34ce924b8c205. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LEAP Accuracy: 46.6. Result ID: 69cf673647f34ce924b8c211. [Reporting paper]() [Method origin 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.