Stereo-Detection

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Stereo-Detection is an AI Agents & Automation tool that combines SGBM depth ranging with YOLOv5 object detection. It is designed for deployment on Jeston Nano, facilitating stereo vision applications.

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At a glance

Pricing

Open Source

Free tier

Yes

API

Skill level

Technical

About

What is Stereo-Detection?

Stereo-Detection is an open-source project that integrates Conventional SGBM depth ranging with YOLOv5 object detection, specifically optimized for deployment on Jeston Nano. This tool provides capabilities for real-time object detection and distance measurement using stereo cameras. It includes both C++ and Python implementations for BM and SGBM algorithms, along with TensorRT deployment files for enhanced performance, achieving frame rates of up to 23fps. The project also offers resources for camera calibration, SGBM algorithm application, and integrating stereo ranging into YOLOv5, making it a comprehensive solution for developers working on embedded vision systems.

Best used for

Ideal for developers and data scientists who need to implement real-time object detection and depth measurement on embedded systems like Jeston Nano. Especially valuable for projects requiring efficient stereo vision applications and optimized AI model deployment.

Common actions

detect objects

measure distance

deploy AI models

develop vision systems

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Capabilities

Key features

SGBM depth ranging
YOLOv5 object detection
Jeston Nano deployment
C++ and Python versions
TensorRT optimization

Target Audience

developerdata scientist

Integrations

Not yet documented

Pricing & Plans

Open Source

Free

FAQs

What hardware is Stereo-Detection optimized for?

Stereo-Detection is specifically optimized for deployment on the Jeston Nano, an embedded system. It leverages TensorRT for efficient model inference, allowing for high frame rates on this platform.

What programming languages are supported for the algorithms?

The project provides implementations for both the BM and SGBM algorithms in C++ and Python. This offers flexibility for developers to choose their preferred language for integration and development.

Does Stereo-Detection include resources for camera calibration?

Yes, the project includes documentation and resources for stereo camera calibration, which is a crucial step for accurate depth ranging. It also provides guidance on applying the SGBM algorithm and integrating it with YOLOv5.

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