EDGE-AI-STUDIO

Software development tools for edge AI

EDGE-AI-STUDIO

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Overview

Edge AI Studio is a collection of graphical and command line tools designed to accelerate edge AI development on TI processors and microcontrollers. Whether developing a proof of concept using a model from the TI Model Zoo or leveraging your own model, Edge AI Studio provides the tooling you need.

Model Composer is a fully integrated solution for collecting and annotating data, training and compiling models for deployment on a live development platform. Model Composer supports Bring-Your-Own-Data (BYOD), enabling the re-training of models from the TI Model Zoo with custom data to improve accuracy and performance. Model Composer is available as a cloud based application for vision based tasks and as both a cloud and desktop application for real-time control tasks.

Model Analyzer is a free online service for vision applications that allows for the evaluation of accelerated deep learning inference on remotely accessed development boards. With Model analyzer it only takes minutes to login, deploy a model and obtain a variety of performance benchmarks.

Model Maker is a command-line end-to-end model development tool. Model Maker includes features for dataset handling, model training and compilation. Expert users can use these tools to leverage their own models.

Model Selector is used for vision applications to find the model that best meets performance and accuracy goals from the TI Model Zoo. Learn current performance statistics of models such as FPS, Latency, Accuracy & DDR bandwidth.

Features

Edge AI Studio supports the development of a number of different application types listed below.

Vision tasks:

  • Object detection
  • Image classification
  • Semantic segmentation

Real-time control tasks:

  • Arc fault detection
  • Motor fault detection
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IDE, configuration, compiler or debugger

EDGE-AI-STUDIO Edge AI Studio

Supported products & hardware

Supported products & hardware

Products
Arm-based processors
AM623 Internet of Things (IoT) and gateway SoC with Arm® Cortex®-A53-based object and gesture recognition AM625 Human-machine-interaction SoC with Arm® Cortex®-A53-based edge AI and full-HD dual display AM625-Q1 Automotive display SoC with embedded safety for digital clusters AM62A3 1 TOPS vision SoC with RGB-IR ISP for 1-2 cameras, low-power, video surveillance, retail automation AM62A3-Q1 Automotive 1 TOPS vision SoC with RGB-IR ISP for 1-2 cameras, driver monitoring, dashcams AM62A7 2 TOPS vision SoC with RGB-IR ISP for 1-2 cameras, low-power systems, machine vision, robotics AM62A7-Q1 2 TOPS vision SoC with RGB-IR ISP for 1-2 cameras, driver monitoring, front cameras AM68A 8 TOPS vision SoC for 1-8 cameras, machine vision, smart traffic, retail automation AM69A 32 TOPS vision SoC for 1-12 cameras, autonomous mobile robots, machine vision, mobile DVR, AI-BOX TDA4VM Dual Arm® Cortex®-A72 SoC and C7x DSP with deep-learning, vision and multimedia accelerators TDA4VM-Q1 Automotive system-on-a-chip for L2, L3 and near-field analytic systems using deep learning
Hardware development
Evaluation board
J721EXCPXEVM Common processor board for Jacinto™ 7 processors J721EXSOMXEVM TDA4VM and DRA829V socketed system on module (SoM) SK-TDA4VM TDA4VM processor starter kit for edge AI vision systems SK-AM62A-LP AM62A starter kit for low-power Sitara™ processors SK-AM68 AM68 and AM68A starter kit for vision AI and general purpose processors SK-AM69 AM69 and AM69A starter kit for vision AI and general purpose processors SK-AM62B-P1 AM62x Starter Kit EVM with PMIC
Development kit
SK-AM62-LP AM62x starter kit for low-power Sitara™ processors

EDGE-AI-STUDIO Edge AI Studio

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Latest version
Version: 0.9
Release date: 01 Mar 2023
Products
Arm-based processors
AM623 Internet of Things (IoT) and gateway SoC with Arm® Cortex®-A53-based object and gesture recognition AM625 Human-machine-interaction SoC with Arm® Cortex®-A53-based edge AI and full-HD dual display AM625-Q1 Automotive display SoC with embedded safety for digital clusters AM62A3 1 TOPS vision SoC with RGB-IR ISP for 1-2 cameras, low-power, video surveillance, retail automation AM62A3-Q1 Automotive 1 TOPS vision SoC with RGB-IR ISP for 1-2 cameras, driver monitoring, dashcams AM62A7 2 TOPS vision SoC with RGB-IR ISP for 1-2 cameras, low-power systems, machine vision, robotics AM62A7-Q1 2 TOPS vision SoC with RGB-IR ISP for 1-2 cameras, driver monitoring, front cameras AM68A 8 TOPS vision SoC for 1-8 cameras, machine vision, smart traffic, retail automation AM69A 32 TOPS vision SoC for 1-12 cameras, autonomous mobile robots, machine vision, mobile DVR, AI-BOX TDA4VM Dual Arm® Cortex®-A72 SoC and C7x DSP with deep-learning, vision and multimedia accelerators TDA4VM-Q1 Automotive system-on-a-chip for L2, L3 and near-field analytic systems using deep learning
Hardware development
Evaluation board
J721EXCPXEVM Common processor board for Jacinto™ 7 processors J721EXSOMXEVM TDA4VM and DRA829V socketed system on module (SoM) SK-TDA4VM TDA4VM processor starter kit for edge AI vision systems SK-AM62A-LP AM62A starter kit for low-power Sitara™ processors SK-AM68 AM68 and AM68A starter kit for vision AI and general purpose processors SK-AM69 AM69 and AM69A starter kit for vision AI and general purpose processors SK-AM62B-P1 AM62x Starter Kit EVM with PMIC
Development kit
SK-AM62-LP AM62x starter kit for low-power Sitara™ processors

Support & training

TI E2E™ forums with technical support from TI engineers

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