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Unity Perception package (com.unity.perception)

The Perception package provides a toolkit for generating large-scale datasets for perception-based machine learning training and validation. It is focused on capturing ground truth for camera-based use cases for now and will ultimately expand to other forms of sensors and machine learning tasks.

The Perception package is in active development. Its features and API are subject to significant change as development progresses.

Installation instructions

Setting up your first perception scene

Package contents

Feature Description
Labeling Component which marks a GameObject and its descendants with a set of labels
Labeling Configuration Asset which defines a taxonomy of labels for ground truth generation
Perception Camera Captures RGB images and ground truth from a Camera
SimulationManager Ensures sensors are triggered at proper rates and accepts data for the JSON dataset