JK Jung

tensorrt_demos. TensorRT MODNet, YOLOv4, YOLOv3, SSD, MTCNN, and GoogLeNet

jetson_nano. This repository is a collection of scripts/programs I use to set up the software development environment on my Jetson Nano, TX2, and Xavier NX.

hand-detection-tutorial. A tutorial on how to train a hand detector with TensorFlow Object Detection API

yolov4_crowdhuman. A tutorial on training a DarkNet YOLOv4 model for the CrowdHuman dataset

tf_trt_models. TensorFlow object detection models accelerated with NVIDIA TensorRT (TF-TRT)

keras-cats-dogs-tutorial. A practical example of image classifier with Keras 2.x and TensorFlow backend, using the Kaggle Cats vs. Dogs dataset. By taking advantage of Keras' image data augmentation capabilities (and also random cropping), we were able to achieve 99% accuracy on the trained model with only 2,000 images in the training set.

keras_imagenet. Code for training Keras ImageNet (ILSVRC2012) image classification models from scratch

CudaMiner. a CUDA accelerated litecoin mining application for NVIDIA Jetson TX2/TX1

dqn-tx1-for-nintendo. My attempt to run DQN on Jetson TX1, which learns how to play Nintendo Famicom Mini games through reinforcement learning directly.

keras-yolo3. A Keras implementation of YOLOv3 (TensorFlow backend), which I used to train an object detector for the Kaggle 2018 "Google AI Open Images - Object Detection Track" competition

jkjung-avt.github.io. My blog posts

DeepMind-Atari-Deep-Q-Learner. DeepMind's DQN code + my tweaks (works on NVIDIA Jetson TX1)

py-faster-rcnn. Faster R-CNN (Python implementation) -- see https://github.com/ShaoqingRen/faster_rcnn for the official MATLAB version

darknet. YOLOv4 - Neural Networks for Object Detection (Windows and Linux version of Darknet )

nv-caffe. Caffe: a fast open framework for deep learning.

dataset-tools. A collection of tools/scripts I use to process deep learning datasets

caffe_merge_batchnorm. My repository for testing how to merge/remove BatchNorm and Scale layers in trained caffe models

DeepLens_Notifier. An AWS DeepLens agent which sends a LINE notifier to me when it detects an event

dockerfiles. Dockerfile

Asset-Rx-Edge-Container-Tutorial. Welcome to the Tutorial for making your first Asset-Rx Edge Containers~

deeplearning-cats-dogs-tutorial. A Practical Introduction to Deep Learning with Caffe and Python (works on Jetson TX2)