shaoanlu's Projects
keras implementation of AdamW from Fixing Weight Decay Regularization in Adam (https://arxiv.org/abs/1711.05101)
Two-stage GANs that generate fingerstyle guitarist images from audio.
Automatic Tuning for Data-driven Model Predictive Control
A collection of free online materials for control engineering
System identification for AUVs.
Control barrier function as safety filter
[ICLR 2020] Learning Compositional Koopman Operators for Model-Based Control
keras implementation of CAGAN and its variants. The Conditional Analogy GAN: Swapping Fashion Articles on People Images
The Control Toolbox - An Open-Source C++ Library for Robotics, Optimal and Model Predictive Control
Use SINDY algorithm to discover a dynamical system from coronavirus data
Completed assignment jupyter notebook of Foundations of Convolutional Neural Networks, deeplearning.ai coursera course
A simple demo of imitation learning based on diffusion policy for quadrotor control
Dogs vs. Cats Redux on floydhub
Lecture Slides, Personal Notes, Homework Solutions and Codes for ESE 619: Model Predictive Control 2023 Spring @ UPenn
Experiment with Res2Net. https://arxiv.org/abs/1904.01169
Experiment with Swish : A Self-Gated Activation Function on Fashion MNIST
A port of YuvalNirkin/face_segmentation repo to keras.
A collection of deep learning frameworks ported to Keras for face analysis.
A denoising autoencoder + adversarial losses and attention mechanisms for face swapping.
ICRA 2019 "FastDepth: Fast Monocular Depth Estimation on Embedded Systems"
Generative adversarial networks integrating modules from FUNIT and SPADE for face-swapping.
A keras port of swook/GazeML for pupil, iris and eye-lid detection
keras implementation of group normalization. https://arxiv.org/abs/1803.08494
Code needed to reproduce the examples found in "Learning Control Barrier Functions from Expert Demonstrations," by A. Robey, H. Hu, L. Lindemann, H. Zhang, D. V. Dimarogonas, S. Tu, and N. Matni, https://arxiv.org/abs/2004.03315
Experiment with mixup/powerSign/AdamW/swish, etc.
Colab notebooks showcasing experiments on MPPI (model predictive path integral control) and CBF (control barrier function). Utilizes jax to accelerate computation.
A keras (tensorflow) reimplementation of MUNIT: Multimodal Unsupervised Image-to-Image Translation https://arxiv.org/abs/1804.04732
A Model Predictive Control (MPC) Python library based on the OSQP and ProxQP solver.