# Human Activity Recognition on UTD-MHAD 1 Source: [Human Activity Recognition on UTD-MHAD 1]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:56.168Z Evaluation of Human Activity Recognition performance using the UTD-MHAD 1 dataset, measured by Top-1 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 | Human Activity Recognition | | Dataset (including any stated split) | UTD-MHAD 1 | | Metric | Top-1 Accuracy | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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: SCALAR. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | HAMLET | 0.9512 | Not recorded | 68fa682f1e209131cea1aa15 | | PoseMap | 0.9451 | Not recorded | 68fa682f1e209131cea1aa15 | | MCRL | 0.9302 | Not recorded | 68fa682f1e209131cea1aa15 | | DCNN | 0.912 | Not recorded | 68fa682f1e209131cea1aa15 | | S2DDI | 0.8904 | Not recorded | 68fa682f1e209131cea1aa15 | | DMM-MFF | 0.884 | Not recorded | 68fa682f1e209131cea1aa15 | | JDM-CNN | 0.881 | Not recorded | 68fa682f1e209131cea1aa15 | | SOS | 0.8697 | Not recorded | 68fa682f1e209131cea1aa15 | | Kinect & Inertial | 0.791 | Not recorded | 68fa682f1e209131cea1aa15 | ### HAMLET Top-1 Accuracy: 0.9512. Result ID: 698d611a8b517eb433210fb2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fusion Type":"MAT-CONCAT"}. This record does not assert independent reproduction. ### PoseMap Top-1 Accuracy: 0.9451. Result ID: 698d611a8b517eb433210fb1. [Reporting paper]() Recorded evaluation configuration: {"Year":"2018"}. This record does not assert independent reproduction. ### MCRL Top-1 Accuracy: 0.9302. Result ID: 698d611a8b517eb433210fb0. [Reporting paper]() Recorded evaluation configuration: {"Year":"2018"}. This record does not assert independent reproduction. ### DCNN Top-1 Accuracy: 0.912. Result ID: 698d611a8b517eb433210fac. [Reporting paper]() Recorded evaluation configuration: {"Year":"2016"}. This record does not assert independent reproduction. ### S2DDI Top-1 Accuracy: 0.8904. Result ID: 698d611a8b517eb433210fae. [Reporting paper]() Recorded evaluation configuration: {"Year":"2017"}. This record does not assert independent reproduction. ### DMM-MFF Top-1 Accuracy: 0.884. Result ID: 698d611a8b517eb433210fab. [Reporting paper]() Recorded evaluation configuration: {"Year":"2015"}. This record does not assert independent reproduction. ### JDM-CNN Top-1 Accuracy: 0.881. Result ID: 698d611a8b517eb433210fad. [Reporting paper]() Recorded evaluation configuration: {"Year":"2017"}. This record does not assert independent reproduction. ### SOS Top-1 Accuracy: 0.8697. Result ID: 698d611a8b517eb433210faf. [Reporting paper]() Recorded evaluation configuration: {"Year":"2018"}. This record does not assert independent reproduction. ### Kinect & Inertial Top-1 Accuracy: 0.791. Result ID: 698d611a8b517eb433210faa. [Reporting paper]() Recorded evaluation configuration: {"Year":"2015"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.