# Action Recognition on NEC-Drone Cross-dataset transfer from UAV-Human Source: [Action Recognition on NEC-Drone Cross-dataset transfer from UAV-Human]() Collection index: [llms.txt]() Data updated: 2026-03-09T08:50:59.321Z Evaluation of Action Recognition performance using cross-dataset transfer methodology between the NEC-Drone and UAV-Human datasets, 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 | Action Recognition | | Dataset (including any stated split) | NEC-Drone Cross-dataset transfer from UAV-Human | | 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 | | --- | --- | --- | --- | | FALCON | 82.7 | Not recorded | 68fa74f41e209131cea64cfc | | FALCON | 80.6 | Not recorded | 68fa74f41e209131cea64cfc | | VideoMAE | 79.1 | Not recorded | 68fa74f41e209131cea64cfc | | VideoMAE | 76.6 | Not recorded | 68fa74f41e209131cea64cfc | | MVD | 76.1 | Not recorded | 68fa74f41e209131cea64cfc | | SiamMAE | 75.2 | Not recorded | 68fa74f41e209131cea64cfc | ### FALCON Top-1 Accuracy: 82.7. Result ID: 69ae89dc6dbb7075b956c9de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-L","Extra data":"K400"}. This record does not assert independent reproduction. ### FALCON Top-1 Accuracy: 80.6. Result ID: 69ae89dc6dbb7075b956c9dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B","Extra data":"K400"}. This record does not assert independent reproduction. ### VideoMAE Top-1 Accuracy: 79.1. Result ID: 69ae89dc6dbb7075b956c9dd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L","Extra data":"K400"}. This record does not assert independent reproduction. ### VideoMAE Top-1 Accuracy: 76.6. Result ID: 69ae89dc6dbb7075b956c9d9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B","Extra data":"K400"}. This record does not assert independent reproduction. ### MVD Top-1 Accuracy: 76.1. Result ID: 69ae89dc6dbb7075b956c9da. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B","Extra data":"IN-1K + K400"}. This record does not assert independent reproduction. ### SiamMAE Top-1 Accuracy: 75.2. Result ID: 69ae89dc6dbb7075b956c9db. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B","Extra data":"K400"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.