Dennis Chew's repositories
ano_pred_cvpr2018
Official implementation of Paper Future Frame Prediction for Anomaly Detection -- A New Baseline, CVPR 2018
alfworld
ALFWorld: Aligning Text and Embodied Environments for Interactive Learning
darknet
Windows and Linux version of Darknet Yolo v3 & v2 Neural Networks for object detection (Tensor Cores are used)
denoiser
Real Time Speech Enhancement in the Waveform Domain (Interspeech 2020)We provide a PyTorch implementation of the paper Real Time Speech Enhancement in the Waveform Domain. In which, we present a causal speech enhancement model working on the raw waveform that runs in real-time on a laptop CPU. The proposed model is based on an encoder-decoder architecture with skip-connections. It is optimized on both time and frequency domains, using multiple loss functions. Empirical evidence shows that it is capable of removing various kinds of background noise including stationary and non-stationary noises, as well as room reverb. Additionally, we suggest a set of data augmentation techniques applied directly on the raw waveform which further improve model performance and its generalization abilities.
flownet2-pytorch
Pytorch implementation of FlowNet 2.0: Evolution of Optical Flow Estimation with Deep Networks
jetson-inference
Hello AI World guide to deploying deep-learning inference networks and deep vision primitives with TensorRT and NVIDIA Jetson.
Kubeflow_Pipelines
This repository aims to develop a step-by-step tutorial on how to build a Kubeflow Pipeline from scratch in your local machine.
machine-learning-engineering-for-production-public
Public repo for DeepLearning.AI MLEP Specialization
make-sense
Free to use online tool for labelling photos. https://makesense.ai
Model_Compression_For_YOLOV3-V4
In this repository using the sparse training, group channel pruning and knowledge distilling for YOLOV4,
onnx-tensorrt
ONNX-TensorRT: TensorRT backend for ONNX
pipelines
Machine Learning Pipelines for Kubeflow
pytorch-detection
Training of object detection networks with PyTorch
pytorch-ssd
MobileNetV1, MobileNetV2, VGG based SSD/SSD-lite implementation in PyTorch. Out-of-box support for retraining on Open Images dataset. ONNX and Caffe2 support. Experiment Ideas like CoordConv.
Revisiting_Deep_Metric_Learning_PyTorch
(ICML 2020) This repo contains code for our paper "Revisiting Training Strategies and Generalization Performance in Deep Metric Learning" (https://arxiv.org/abs/2002.08473) to facilitate consistent research in the field of Deep Metric Learning.
SoftTeacher
Semi-Supervised Learning, Object Detection, ICCV2021
TAO-Toolkit-Whitepaper-use-cases
TAO best practices. How to adapt for a new domain, new classes, and generalize the model with a small dataset using Nvidia's TAO toolkit
temporal-shift-module
[ICCV 2019] TSM: Temporal Shift Module for Efficient Video Understanding
tensorrtx
Implementation of popular deep learning networks with TensorRT network definition API
training-data-analyst
Labs and demos for courses for GCP Training (http://cloud.google.com/training).
yolov3
YOLOv3 in PyTorch > ONNX > CoreML > TFLite
YOLOX
YOLOX is a high-performance anchor-free YOLO, exceeding yolov3~v5 with MegEngine, ONNX, TensorRT, ncnn, and OpenVINO supported. Documentation: https://yolox.readthedocs.io/
YOLOX-deepstream
deploy yolox algorithm use deepstream