Shreyas Skandan

CIS PhD Student at The University of Pennsylvania
M.S.E in Robotics
The Kumar Lab
Previous: The Rehabilitation Robotics Lab
E-mail: sshreyas@seas(dot)upenn(dot)edu or
shreyas(dot)s(dot)skandan@gmail(dot)com
Phone: +1-267-905-4315
GitHub | BitBucket
LinkedIn | Twitter | Youtube
Resume (updated Sept 17 2016)


Research Statement

My name is Shreyas Skandan and I'm currently a PhD Student in the CIS Programme at the University of Pennsylvania. I'm part of the G.R.A.S.P Laboratory, at the Vijay Kumar Lab under Prof. Camillo Jose Taylor and I previously worked at the Rehabilitation Robotics Lab. My research is in Deep Learning and Machine Perception. I'm currently exploring the applications of deep learning with visual data as well as applying stereoscopy efficiently for robot perception.

I previously worked as an Application Developer at the Vijay Kumar Lab, before which I graduated from the M.S.E in Robotics programme at Penn where I worked on my Master's Thesis under Prof. Camillo Jose Taylor, which was "A survey of High Performance Dense Stereo Algorithms for Real Time Depth Estimation" -- a video of the presentation can be found HERE


Blog Posts

1. Instructions to install Caffe on Ubuntu 14.04.4 for Deep Learning - Link | Tengio reblog!
2. Stereo camera portrait mode a la iPhone 7 plus - Link

Projects

Projects that I've worked on - Link

Publications

1A. Steven W. Chen, Shreyas S. Shivakumar, Sandeep Dcunha, Jnaneshwar Das, Edidiong Okon, Chao Qu, Camillo Jose Taylor and Vijay Kumar
"Counting Apples and Oranges with Deep Learning: A Data-Driven Approach"
Accepted to 2017 Robotics and Automation Letters (RAL).

1B. Steven W. Chen, Shreyas S. Shivakumar, Sandeep Dcunha, Jnaneshwar Das, Edidiong Okon, Chao Qu, Camillo Jose Taylor and Vijay Kumar
"Counting Apples and Oranges with Deep Learning: A Data-Driven Approach"
Accepted to 2017 International Conference on Robotics and Automation (ICRA).

2. Shreyas S. Shivakumar, Helen Loeb, Daniel K. Bogen, Frances Shofer, Phillip Bryant, Laura Prosser and Michelle J. Johnson
"Development of Stereo Tracking for Infants During Natural Play"
Accepted to 2017 International Conference on Rehabilitation Robotics (ICORR).

3A. Ty Nguyen, Steven W. Chen, Shreyas S. Shivakumar, Camillo J. Taylor and Vijay Kumar
"Unsupervised Deep Homography: A Fast and Robust Homography Estimation Model"
Accepted to RAL 2018 and ICRA 2018.


Reading Lists

Machine Learning reading lists - Link
Machine Perception reading lists - Link

Other

When I'm not working, I occasionally indulge myself in Progressive Metal. I play for a band called Limit Zero and I have my own solo project. You can find some of my music below!
Limit Zero - Limit Zero (2008)
Limit Zero - Gravestone Constellations (2012)
The Shreyas Skandan Project (2014)
Limit Zero - Miles of Sun (Single) (2015)