Humans in Context

The Datagen Humans in Context generator allows users to create datasets of people within different environments

The Datagen Humans In Context generator allows you to create datasets of behavior-based sequences

Each sequence is a 10-second recording generated in 15-30 FPS, presenting a human interacting with a specific environment.

Detection and Identification of Humans in Conference Rooms

The Datagen Platform provides high quality, perfectly annotated data in the form of video and images that are used to train CV ML models for tasks related to understanding human behavior in conference room environments. The data generated includes an accurate representation of the conference room and human interaction with that environment; from specific objects that are usually found in conference rooms like whiteboards, post-it notes, chalkboards, and blackboards, to gaze detection and interaction with these objects, such as writing on a whiteboard, moving a chair, or gesturing while speaking.

In-Cabin Humans In Motion

The Datagen Platform provides high quality, perfectly annotated visual data in the form of video and images, with accurate representations of the in-cabin environment, advanced motion and human-object interactions for tasks related to driver action analysis, body keypoint estimation, gaze analysis, and hand pose analysis. Teams can use the platform to generate faces and full-body simulated data to quickly iterate on their model and improve its performance.

The platform offers various controls over

Identity Scene – camera location, camera intrinsic matrix, lighting, and background

Textual Modalities

  • Face keypoints
  • Face dense keypoints
  • Hands keypoints
  • Body keypoints
  • Foot keypoints
  • Actor metadata
  • Camera metadata

Visual Modalities

  • RGB
  • Depth

The Humans in Context generator offers behaviors in a variety of domains

In-Cabin Automotive

Detailed sequences created specifically for Driver Monitoring Systems, to explore computer vision tasks such as human detection, human pose estimation, attention analysis, and drowsiness detection

Smart Office

Detailed sequences of conference rooms and home-office environments, including multiple camera positions, to explore tasks such as human detection: coming in/leaving a room, human pose estimation: standing up, sitting down, leaning forward, attention analysis and more

Home Security

Detailed sequences created specifically for human detection to explore computer vision tasks such as motion detection, pose estimation and object detection

Smart Fitness

Detailed sequences of people performing various exercises in fitness environments, including multiple camera positions, explore tasks such as body keypoints estimation, pose analysis, posture analysis, repetition counting, object identification and more

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