# Video Action Recognition on UCF11 (test) Source: [Video Action Recognition on UCF11 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:56.861Z Evaluation of video action recognition performance using the test split of the UCF11 dataset. 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 | Video Action Recognition | | Dataset (including any stated split) | UCF11 (test) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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 - [Top-1 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FDHT-LSTM | 87.5 | Not recorded | 68fa69d01e209131cea24532 | | HT-LSTM | 87.2 | Not recorded | 68fa69d01e209131cea24532 | | TR-LSTM | 86.9 | Not recorded | 68fa69d01e209131cea24532 | | BT-LSTM | 85.3 | Not recorded | 68fa69d01e209131cea24532 | | TT-LSTM | 79.6 | Not recorded | 68fa69d01e209131cea24532 | | LSTM | 69.7 | Not recorded | 68fa69d01e209131cea24532 | ### FDHT-LSTM Top-1 Accuracy: 87.5. Result ID: 698de967ffc3901de0998587. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters (Input-Hidden)":null,"Number of Parameters (Overall)":"8,808 (6,726x)"}. This record does not assert independent reproduction. ### HT-LSTM Top-1 Accuracy: 87.2. Result ID: 698de967ffc3901de0998586. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters (Input-Hidden)":"1,245","Number of Parameters (Overall)":"263.39K (225x)"}. This record does not assert independent reproduction. ### TR-LSTM Top-1 Accuracy: 86.9. Result ID: 698de967ffc3901de0998585. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters (Input-Hidden)":"1,725","Number of Parameters (Overall)":"263.87K (225x)"}. This record does not assert independent reproduction. ### BT-LSTM Top-1 Accuracy: 85.3. Result ID: 698de967ffc3901de0998584. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters (Input-Hidden)":"3,387","Number of Parameters (Overall)":"265.53K (223x)"}. This record does not assert independent reproduction. ### TT-LSTM Top-1 Accuracy: 79.6. Result ID: 698de967ffc3901de0998583. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters (Input-Hidden)":"3,360","Number of Parameters (Overall)":"265.50K (223x)"}. This record does not assert independent reproduction. ### LSTM Top-1 Accuracy: 69.7. Result ID: 698de967ffc3901de0998582. [Reporting paper]() Recorded evaluation configuration: {"Number of Parameters (Input-Hidden)":"58.98M","Number of Parameters (Overall)":"59.24M"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.