Templates

Overview

Synthesis AI offers a set of common scenarios and provides a JSON that programmatically creates images without the need for manual modification.

Workflow

The standard workflow for the Synthesis AI Face API is:

Register Account, Download & Setup CLI
Select Identities for the Face API with the Identities API
Create Face API job with input JSON
Download job output with CLI
Parse outputs into your ML pipeline

Identities

Name	Description	Sample image
50 ids	50 human identities evenly distributed among gender,age and ethnicities.
100 ids	100 human identities evenly distributed among gender,age and ethnicities.
1000 ids	1000 human identities evenly distributed among gender,age and ethnicities.

Use Cases

Name	Use case	Description	Sample image
Facial Landmark Estimation	Landmark Estimation	Camera focused on close-up images of the head. Variation in eye gaze, head turn, glasses, masks, facial hair, and background (HDRI)
Mobile Phone Re-ID	ID Verification	100 images (5 M, 5 F). Camera distance approximating a mobile phone camera. Variation includes eye gaze, head turn, glasses, masks, facial hair, and background (HDRI)
Teleconferencing Matting	Teleconferencing	Background matting is cutting out a foreground person from any and a key computer vision problem in the current era of online videoconferencing. Variation in glasses, headphones, facial hair, gestures and indoor background (HDRI). Emulating a "glow" from monitor using directional lights.
NIR rearview mirror in vehicle	Driver Monitoring	In-vehicle environment with a NIR camera located at the rearview mirror and foucsed on the driver. Variability in head pose, gaze, and accessories
RGB rearview mirror in vehicle	Driver Monitoring	In-vehicle environment with a RGB camera located at the rearview mirror and foucsed on the driver. Variability in head pose, gaze, and accessories
NIR dashboard in vehicle	Driver Monitoring	In-vehicle environment with a NIR camera located at the dashboard and focused on the driver. Variability in head pose, gaze, and accessories
RGB dashboard in vehicle	Driver Monitoring	In-vehicle environment with a RGB camera located at the dashboard and focused on the driver. Variability in head pose, gaze, and accessories
Static gestures	Body Pose Estimation	50 images (25M, 25F). Camera showing full body. Variation of 10 different gestures and background (HDRI)
Gesture animation	Body Pose Estimation	1 ID, 55 images each representing a frame of a gesture. Camera showing full body. Variation of background (HDRI).