Technology

Computer Vision for the Road

Camera-based perception that understands roads, vehicles, pedestrians and traffic elements in real time.

Overview

Automata Mobility's computer vision stack turns camera streams into structured understanding of the driving scene. Detection, segmentation, depth and calibration models run on the vehicle edge to power lane keeping, collision warning, pedestrian safety and traffic-aware driving across two- and four-wheeler platforms.

Technology Architecture

Perception from pixels to scene graph.

A four-stage pipeline transforms raw camera frames into a validated, tracked understanding of the surrounding world.

L01

Capture & Calibration

Multi-camera intrinsics/extrinsics and time sync.

L02

Detection & Segmentation

Objects, lanes, signs and drivable area.

L03

Depth & Geometry

Monocular and stereo depth for 3D awareness.

L04

Scene Graph

Tracked entities passed to fusion and planning.

Core Components

Building blocks of the stack.

Object Detection

Vehicles, cyclists and obstacles.

Lane Detection

Robust lane geometry in all conditions.

Pedestrian Detection

Vulnerable road user protection.

Traffic Sign Recognition

Speed, warning and regulatory signs.

Depth Estimation

3D structure from mono and stereo cameras.

Semantic Segmentation

Pixel-level scene classification.

Camera Calibration

Precision multi-camera alignment.

Automotive Workflow

From signal to action.

01
Frame Capture
Synchronised multi-camera capture at the edge.
02
Preprocess
Rectification, denoise and calibration.
03
Detection & Segmentation
Neural models label the scene.
04
Depth & Tracking
3D positioning and temporal tracking.
05
Handoff to Fusion
Structured scene passes to sensor fusion.
Real-world Applications

Where it drives value.

ARAS

Two-wheeler vision safety.

ADAS

Passenger vehicle driver assistance.

Smart Mobility

Fleet, delivery and micro-mobility perception.

Benefits

Engineered outcomes.

All-Condition Robustness

Trained across weather, night and glare.

Edge-Optimised

Quantised models tuned for on-vehicle inference.

Fusion Ready

Outputs align with radar and IMU inputs.

Build the next generation of mobility.

Partner with Automata Mobility to bring intelligent, safe and connected vehicles to the road.