Datasets › Drive&Act
Drive&Act
The Drive&Act dataset is a state of the art multi modal benchmark for driver behavior recognition. The dataset includes 3D skeletons in addition to frame-wise hierarchical labels of 9.6 Million frames captured by 6 different views and 3 modalities (RGB, IR and depth).
It offers following key features:
- 12h of video data in 29 long sequences
- Calibrated multi view camera system with 5 views
- Multi modal videos: NIR, Depth and Color data
- Markerless motion capture: 3D Body Pose and Head Pose
- Model of the static interior of the car
- 83 manually annotated hierarchical activity labels:
- Level 1: Long running tasks (12)
- Level 2: Semantic actions (34)
- Level 3: Object Interaction tripplets [action|object|location] (6|17|14)
Source: Drive&Act: A Multi-Modal Dataset for Fine-Grained Driver Behavior Recognition in Autonomous Vehicles
Benchmarks archive 2025-07-28
All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Skeleton Based Action Recognition | Drive&Act | dyalyt mean per-class accuracy 43.59 | Do You Act Like You Talk? Exploring Pose-based Driver... | pablopardod/dyalyt | 2 | Compare |
Papers archive 2025-07-28
2 shown of 2 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 26. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| Do You Act Like You Talk? Exploring Pose-based Driver Action Classification with Speech Recognition Networks | 1 | 1 | 15 Jul 2024 | not harvested |
| A Spatio-Temporal Multilayer Perceptron for Gesture Recognition | 1 | 1 | 25 Apr 2022 | not harvested |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
No licence recorded in the archive. Absence here is not a statement about the dataset's terms.
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- Drive&Act
1 variant name, as the archive lists them.
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