This repository contains scripts and examples for converting pre-trained TensorFlow image classification models from the Slim model zoo to TensorRT format. The conversion enables significant inference speedups on NVIDIA edge devices like the Jetson TX2, benchmarking models such as Inception and ResNet architectures. It includes setup instructions, model download scripts, conversion utilities, and benchmark tools for evaluating TensorRT engine performance against raw TensorFlow execution.