Edge Impulse Experts / NVIDIA_TAO_traffic_analysis Public

Edge Impulse Experts / NVIDIA_TAO_traffic_analysis

An object detection project that will be used in the Vehicle Traffic Analysis use case which can track object location, speed and direction. To make the process easier, we will use Nvidia TAO pre-trained blocks and will be deployed on Nvidia Jetson Orin Nano.

Object detection

About this project

NVIDIA TAO test - vehicles detection (counting, tracking speed and direction)

Download block output

Title Type Size
Image training data NPY file 123 windows
Image training labels JSON file 123 windows
Image testing data NPY file 27 windows
Image testing labels JSON file 27 windows
Object detection model TensorFlow Lite (float32) 57 MB
Object detection model TensorFlow Lite (int8 quantized) 15 MB
Object detection model ONNX model 57 MB
Object detection model NVIDIA TAO NMS attributes 263 Bytes
Object detection model NVIDIA TAO original TensorRT model 57 MB
Object detection model Model evaluation metrics (JSON file) 4 KB
Object detection model TensorFlow SavedModel 53 MB

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Summary

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Project info

Project ID 310628
License Apache 2.0