About Me

I am a graduate research student in the Computer Vision Lab of the College of Information and Computer Sciences, University of Massachusetts, advised by Prof. Erik Learned-Miller. I am interested to work on the intersection of Machine learning methods and Computer Vision. Prior to this I worked as Visiting Researcher in Electronics and Communication Sciences Unit, Indian Statistical Institute, Kolkata. with Prof. Dipti Prasad Mukherjee. I completed my Masters in Computer Science in the year 2015, from the same institute. My primary research interest is in non-linear learning models in Computer Vision. I particularly enjoy working on methods that exploit the local geometry of real world images in a non-linear model, and use statistical models to infer their characteristics. I am also interested in shape representations and predictive modeling. My current research is aimed at the generalized closed-form solution to the pre-image problem in kernel learning.

Publication

  1. U-PC: Unsupervised Planogram Compliance
    Archan Ray, Nishant Kumar, Avishek Shaw, Dipti Prasad Mukherjee
    ECCV 2018

  2. Historical Map Annotations for Text Detection and Recognition
    Archan Ray, Ziwen Chen, Ben Gafford, Nathan Gifford, Jagath Jai Kumar, Abyaya Lamsal, Liam Niehus-Staab, Jerod Weinman, Erik Learned-Miller
    Technical Report, Grinnell College, Grinnell, IA 50112, October 2018

Research

Detection and recognition of texts in maps
Guide: Prof. Erik Learned-Miller (UMass Amherst)

Creating Harder CAPTCHA using GANs
Guide: Prof. Sridhar Mahadevan (UMass Amherst)

Canonicalizing Neural Networks
Guide: Prof. Erik Learned Miller (UMass Amherst)

Sammon’s Mapping Using a Revised Distance Strategy
Guide: Dr. Swagatam Das (ISI Kolkata)

Estimation of Image Features Representing Facial & Emotions for Emotion Synthesis (awarded best dissertation)
Guide: Prof. Dipti Prasad Mukherjee (ISI Kolkata)

Statistical Analysis of Human Expressions
Guide: Dr. Hiranmay Ghosh (TCS Innovation Labs) & Dr. Ehtesham Hassan (TCS Innovation Labs)

Frame Based Audio Signal Processing using DSK6713
Guide: Dr. Sarbani Palit (ISI Kolkata)

Thread Library Implementation in Pintos
Guide: Dr. Mandar Mitra (ISI Kolkata)

Minimum Enclosing Circle of a Set of Points & two Mobile Points
Guide: Dr. Sandip Das (ISI Kolkata)

Facial Recognition using Fiducial Points & Graph Matching
Guide: Prof. Animesh Hazra (Jalpaiguri Govt. Engg. College)

Spectral Unmixing of Hyperspectral Data
Guide: Arati Paul (RRSC-E, ISRO)

Miscellaneous

I am a philatelist and an avid reader. I like absurdist fiction (Franz Kafka), postmodern literatures (Orhan Pamuk) and historical non-fiction. I love the works of Sir P. G. Wodehouse, Sir Arthur Conan Doyle, Satyajit Ray and Roald Dahl. I am also a huge Marvel and DC fan. Besides I am an audiophile and at my leisure I like to play my guitar. I also like to play cricket and football (soccer).

Contact

College of Information and Computer Sciences
University of Massachusetts
140 Governors Drive
Amherst, MA 01003-9264
Mobile: 413.992.9222
Email:
talk2archan AT gmail DOT com
OR
ray AT cs DOT umass DOT edu