# Action Recognition on THU-READ (leave-one-split-out cross val) Source: [Action Recognition on THU-READ (leave-one-split-out cross val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:06.826Z Evaluation of video action recognition performance on the THU-READ dataset using the leave-one-split-out cross-validation methodology, measured by 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 | Action Recognition | | Dataset (including any stated split) | THU-READ (leave-one-split-out cross val) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 | | --- | --- | --- | --- | | Ours(CAPF) | 87.04 | Not recorded | 68fa6b7f1e209131cea2e996 | | Ours(Addition) | 86.25 | Not recorded | 68fa6b7f1e209131cea2e996 | | Ours(Multiplication) | 86.1 | Not recorded | 68fa6b7f1e209131cea2e996 | | Trear | 84.9 | Not recorded | 68fa6b7f1e209131cea2e996 | | Ours | 81.25 | Not recorded | 68fa6b7f1e209131cea2e996 | | Trear | 80.42 | Not recorded | 68fa6b7f1e209131cea2e996 | | NAS | 78.38 | Not recorded | 68fa6b7f1e209131cea2e996 | | Ours | 77.92 | Not recorded | 68fa6b7f1e209131cea2e996 | | SlowFast | 76.25 | Not recorded | 68fa6b7f1e209131cea2e996 | | Trear | 76.04 | Not recorded | 68fa6b7f1e209131cea2e996 | | NAS | 71.25 | Not recorded | 68fa6b7f1e209131cea2e996 | | SlowFast | 69.58 | Not recorded | 68fa6b7f1e209131cea2e996 | | NAS | 69.58 | Not recorded | 68fa6b7f1e209131cea2e996 | | SlowFast | 68.75 | Not recorded | 68fa6b7f1e209131cea2e996 | ### Ours(CAPF) Accuracy: 87.04. Result ID: 698e9091ffc3901de09eb181. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"RGB+Depth"}. This record does not assert independent reproduction. ### Ours(Addition) Accuracy: 86.25. Result ID: 698e9091ffc3901de09eb180. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"RGB+Depth"}. This record does not assert independent reproduction. ### Ours(Multiplication) Accuracy: 86.1. Result ID: 698e9091ffc3901de09eb17f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"RGB+Depth"}. This record does not assert independent reproduction. ### Trear Accuracy: 84.9. Result ID: 698e9091ffc3901de09eb17e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"RGB+Depth"}. This record does not assert independent reproduction. ### Ours Accuracy: 81.25. Result ID: 698e9091ffc3901de09eb177. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"RGB"}. This record does not assert independent reproduction. ### Trear Accuracy: 80.42. Result ID: 698e9091ffc3901de09eb176. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"RGB"}. This record does not assert independent reproduction. ### NAS Accuracy: 78.38. Result ID: 698e9091ffc3901de09eb17d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"RGB+Depth"}. This record does not assert independent reproduction. ### Ours Accuracy: 77.92. Result ID: 698e9091ffc3901de09eb17b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Depth"}. This record does not assert independent reproduction. ### SlowFast Accuracy: 76.25. Result ID: 698e9091ffc3901de09eb17c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"RGB+Depth"}. This record does not assert independent reproduction. ### Trear Accuracy: 76.04. Result ID: 698e9091ffc3901de09eb17a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Depth"}. This record does not assert independent reproduction. ### NAS Accuracy: 71.25. Result ID: 698e9091ffc3901de09eb175. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"RGB"}. This record does not assert independent reproduction. ### SlowFast Accuracy: 69.58. Result ID: 698e9091ffc3901de09eb174. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"RGB"}. This record does not assert independent reproduction. ### NAS Accuracy: 69.58. Result ID: 698e9091ffc3901de09eb179. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Depth"}. This record does not assert independent reproduction. ### SlowFast Accuracy: 68.75. Result ID: 698e9091ffc3901de09eb178. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Depth"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.