# Action Recognition on UAV-Human Cross-dataset transfer from NEC-Drone Source: [Action Recognition on UAV-Human Cross-dataset transfer from NEC-Drone]() Collection index: [llms.txt]() Data updated: 2026-03-09T08:50:59.299Z Evaluation of Action Recognition performance using the UAV-Human dataset under a cross-dataset transfer scenario originating from NEC-Drone, measured using 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) | UAV-Human Cross-dataset transfer from NEC-Drone | | 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 | 66 | Not recorded | 68fa74f41e209131cea64cfc | | FALCON | 64.1 | Not recorded | 68fa74f41e209131cea64cfc | | VideoMAE | 61.6 | Not recorded | 68fa74f41e209131cea64cfc | | VideoMAE | 59.4 | Not recorded | 68fa74f41e209131cea64cfc | | MVD | 58.7 | Not recorded | 68fa74f41e209131cea64cfc | | SiamMAE | 57.2 | Not recorded | 68fa74f41e209131cea64cfc | ### FALCON Top-1 Accuracy: 66. Result ID: 69ae89dc6dbb7075b956c9d8. [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: 64.1. Result ID: 69ae89dc6dbb7075b956c9d6. [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: 61.6. Result ID: 69ae89dc6dbb7075b956c9d7. [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: 59.4. Result ID: 69ae89dc6dbb7075b956c9d3. [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: 58.7. Result ID: 69ae89dc6dbb7075b956c9d4. [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: 57.2. Result ID: 69ae89dc6dbb7075b956c9d5. [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.