CNN

Topology Adaptive Snakes Improve Mask Generation for Image Inpainting

T-snake deformable models, which can segment complex-shaped structures, improve generated masks passed to a GAN for image inpainting

Short-Run MCMC Residual Network toward Energy Based Model

Non-convergent non-persistent short-run MCMC residual network beats VAE and GAN for image synthesis, interpolation, and reconstruction

Masters Thesis in Generative Modeling in Vision and Language

Thesis for Computer Science Masters program currently in progress under my advisor Dr. Song-Chun Zhu at UCLA

Advanced Lane Finding for Self-Driving Cars

Built advanced lane-finding algorithm using distortion correction, image rectification, color transforms, and gradient thresholding

Implementation and Convergence Analysis of First-Order Optimization Methods for a CNN

Convergence analysis and Python implementations of SGD, SGD with momentum, SGD with Nesterov momentum, RMSprop, and Adam optimizers

Neural Style Transfer using Convolutional Neural Networks

Neural style transfer generates images that reflect the content of one image but the artistic "style" of another

Network Visualization with Saliency Maps, Fooling Images, and Class Visualization

Explores three techniques that use image gradients to generate new images

Car Detection for Autonomous Driving

Achieving high-accuracy in real-time, YOLO algorithm is applied to car detection for autonomous vehicles