Name: Srinath Naik
Type: User
Bio: Hi, I am a graduate student pursuing Computer Science at UCLA. My research interests are in areas of Machine Learning, Machine Vision, Autonomy and Robotics.
Location: Los Angeles, California
Blog: https://web.cs.ucla.edu/~srinath
Srinath Naik's Projects
Extension of DECA: Detailed Expression Capture and Animation (SIGGRAPH 2021) on FFHQ Dataset
Implementation of DeSnowNet paper - https://arxiv.org/pdf/1708.04512.pdf
An improvement over ORB-SLAM to handle dynamic object scenarios.
A survey on Intervention-based-learning
Exploring RL algorithms like Value Iteration, Policy Iteration, Path Planning(RRT, PRM) etc. on an AI powered robot.
My ML notes
Exploring model compression algorithms and experimenting new ideas for NN pruning.
Experiments on Physics based DL. Using physics equations to guide the training along with supervised loss.
Transformer based Deep Learning model to perform sentiment analysis of Twitter data.
Finds static ORB features in a video(excluding the dynamic objects), typically for a SLAM scenario
Counting currency from video using RepNet as a base model.