# Action Recognition on Drive&Act front-top NIR camera (test) Source: [Action Recognition on Drive&Act front-top NIR camera (test)]() Collection index: [llms.txt]() Data updated: 2026-03-04T07:23:54.799Z Evaluation of Action Recognition performance using the front-top NIR camera subset of the Drive&Act dataset (test split), reporting standard accuracy metrics. 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) | Drive&Act front-top NIR camera (test) | | Metric | Macro Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [Macro Accuracy](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Macro Accuracy | Result date | Report paper | | --- | --- | --- | --- | | PO-GUISE+ | 71.52 | Not recorded | 68fa74311e209131cea60544 | | PO-GUISE | 70.86 | Not recorded | 68fa74311e209131cea60544 | | PO-GUISE+ | 70.35 | Not recorded | 68fa74311e209131cea60544 | | PO-GUISE | 69.47 | Not recorded | 68fa74311e209131cea60544 | | InternVideo2-B/14 | 69.26 | Not recorded | 68fa74311e209131cea60544 | | VideoMAEv2-base | 68.27 | Not recorded | 68fa74311e209131cea60544 | | DRVMon-VM | 62.64 | Not recorded | 68fa74311e209131cea60544 | | Transdarc | 55.3 | Not recorded | 68fa74311e209131cea60544 | | OA-SAR | 54.07 | Not recorded | 68fa74311e209131cea60544 | | SMOMS | 51.39 | Not recorded | 68fa74311e209131cea60544 | | I3D | 48.87 | Not recorded | 68fa74311e209131cea60544 | | 3-stream | 46.95 | Not recorded | 68fa74311e209131cea60544 | | 2-stream | 45.39 | Not recorded | 68fa74311e209131cea60544 | | Pose | 44.36 | Not recorded | 68fa74311e209131cea60544 | | Interior | 40.3 | Not recorded | 68fa74311e209131cea60544 | | st-MLP | 33.51 | Not recorded | 68fa74311e209131cea60544 | ### PO-GUISE+ Macro Accuracy: 71.52. Result ID: 69a7ddfe6dbb7075b94c4fe6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"InternVideo2-B/14","GFlops":"399"}. This record does not assert independent reproduction. ### PO-GUISE Macro Accuracy: 70.86. Result ID: 69a7ddfe6dbb7075b94c4fe5. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"InternVideo2-B/14","GFlops":"399"}. This record does not assert independent reproduction. ### PO-GUISE+ Macro Accuracy: 70.35. Result ID: 69a7ddfe6dbb7075b94c4fe3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VideoMAEv2-base","GFlops":"251"}. This record does not assert independent reproduction. ### PO-GUISE Macro Accuracy: 69.47. Result ID: 69a7ddfe6dbb7075b94c4fe2. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"VideoMAEv2-base","GFlops":"251"}. This record does not assert independent reproduction. ### InternVideo2-B/14 Macro Accuracy: 69.26. Result ID: 69a7ddfe6dbb7075b94c4fe4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"GFlops":"509"}. This record does not assert independent reproduction. ### VideoMAEv2-base Macro Accuracy: 68.27. Result ID: 69a7ddfe6dbb7075b94c4fe1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"GFlops":"360"}. This record does not assert independent reproduction. ### DRVMon-VM Macro Accuracy: 62.64. Result ID: 69a7ddfe6dbb7075b94c4fe0. [Reporting paper]() Recorded evaluation configuration: {"GFlops":"360"}. This record does not assert independent reproduction. ### Transdarc Macro Accuracy: 55.3. Result ID: 69a7ddfe6dbb7075b94c4fdf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reproduction source":"original code and weight parameters","GFlops":"281"}. This record does not assert independent reproduction. ### OA-SAR Macro Accuracy: 54.07. Result ID: 69a7ddfe6dbb7075b94c4fdc. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SMOMS Macro Accuracy: 51.39. Result ID: 69a7ddfe6dbb7075b94c4fdb. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### I3D Macro Accuracy: 48.87. Result ID: 69a7ddfe6dbb7075b94c4fda. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Reproduction source":"MMAction2","GFlops":"33"}. This record does not assert independent reproduction. ### 3-stream Macro Accuracy: 46.95. Result ID: 69a7ddfe6dbb7075b94c4fd9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### 2-stream Macro Accuracy: 45.39. Result ID: 69a7ddfe6dbb7075b94c4fd8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Pose Macro Accuracy: 44.36. Result ID: 69a7ddfe6dbb7075b94c4fd6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Interior Macro Accuracy: 40.3. Result ID: 69a7ddfe6dbb7075b94c4fd7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### st-MLP Macro Accuracy: 33.51. Result ID: 69a7ddfe6dbb7075b94c4fd5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Reproduction source":"original code and weight parameters"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.