Roy's Projects
3D BBP solution
Solution of The AI City Challenge 2022 Track 1
using k-means, EM for GMM and Mean-shift
Tensorflow implementation for learning an image-to-image translation without input-output pairs. https://arxiv.org/pdf/1703.10593.pdf
TensorFlow Estimator (Contributed on r1.14 branch)
FedML - The federated and distributed machine learning library enabling machine learning anywhere at any scale. It's backed by FedML, Inc (https://FedML.ai). Supporting large-scale geo-distributed training, cross-device federated learning on smartphones/IoTs, cross-silo federated learning on data silos, and research simulation. Best Paper Award at NeurIPS 2020 Federated Learning workshop. FedML’s core technology is backed by years of cutting-edge research represented in 50+ publications in ML/FL Algorithms, Security/Privacy, Systems, and Applications, as well as 10 years of industrial experience in Distributed Systems, Cloud Computing, and Mobile/IoT Systems.
Fast and accurate human pose estimation in PyTorch. Contains implementation of "Real-time 2D Multi-Person Pose Estimation on CPU: Lightweight OpenPose" paper.
OpenMMLab Detection Toolbox and Benchmark
Models and examples built with TensorFlow (checkout roy_branch)
My AI experience
VLM Modeling
High-Performance and Flexible Pose Estimation Framework using TensorFlow, OpenPose and TensorRT
Simple Reinforcement learning tutorials
Config files for my GitHub profile.
The implementation of seam carving algorithm
PyTorch implementation of "SlowFast Networks for Video Recognition".
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network
Youtube videos batch download