Aniruddha Kembhavi
anikem [at] umd.edu



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Aniruddha Kembhavi


CONTACT
3364 A.V.Williams Building,
College Park, MD 20742
Phone: (202)341-7117
Email: anikem (AT) umd (DOT) edu
Webpage: www.umiacs.umd.edu/~ani
OBJECTIVE To apply and expand my knowledge of computer vision in a workplace environment during an internship.
EDUCATION University of Maryland, College Park, MD USA
  PhD Program in Electrical Engineering
  Enrolled: Aug 2004 - present
  Advisor: Prof. Larry S. Davis
  Current GPA: 3.92
  Government College of Engineering, Pune, University of Pune, India
  B.E., Electronics and Telecommunications Engineering
  Enrolled: July 2000 - July 2004
  Stood 2nd out of 1600 students in my junior year and within the top 10 students in my senior year.
WORK
EXPERIENCE
University of Maryland, College Park - Computer Vision
  Graduate Research Assistant
  Duration: Nov 2004 - present

Research Projects:

  • Tracking and Identity Maintenance: We develop algorithms to improve the tracking and recognition of humans in a single as well as multiple camera framework. We incorporate motion and appearance models as well as learned priors on trac movements between cameras. Our appearance models include subjective descriptions of appearance of individuals that we obtain from a detailed clothing segmentation. We are also working on incorporating coupling information between targets in the scene.
  • The Bowerbird Project: Sociobiologists collect huge volumes of video to study animal behavior. Our collaborators work with over 30,000 hours of video of Satin Bowerbird courtship videos. We improve on off-the-shelf track- ing algorithms that prove incapable of handling videos characterized by poor quality, drastic illumination changes, non-stationary scenery and foreground objects that become motionless for long stretches of time.
  • Recognizing Actions from Static Images: Motivated by psychological studies of human vision, we present an approach to recognizing human actions from static images that combines human segmentation and pose analysis with scene and object recognition.
  Object Video, Inc., Reston, VA - Computer Vision
  Internship
  Duration: Jun 2006 - Aug 2006

Unusual Event Detection: We characterize events in terms of spatial locations of objects in an image over time. Projecting a sequence of binary images onto a lower dimensional subspace yields an eigentrajectory. A particle filter framework is used to incrementally match temporal trajectories, build models of usual activities and classify unusual ones.

  Cirrus Logic Software Ltd. Pune, India - Audio Processing
  Internship
  Duration: May 2003 - May 2004

Incorporated the wavelet transform in audio compression as opposed to present day DCT and FFT based compression schemes. Increased the encoding speed by substituting the detailed psychoacoustic analysis with a wavelet-coeffcient based statistical analysis.

  University of Pune, India - Robotics
  Internship
  Duration: Sep 2002 - Apr 2003

2nd prize recipient at Indian Institute of Technology (IIT-Bombay) at All-India Robotics Competition in 'Autonomous robot' category. Our robot is designed to solve and run a maze in the shortest possible time.

  Government College of Engineering, Pune - Steganography
  Research experience for undergraduates
  Duration: Jul 2002 - Sep 2002

Devised a method to compare the original image with the new image (containing hidden data) based on the local matrix gradient.

INTERESTS Computer vision, Pattern recognition, Machine Learning
COMPUTER
SKILLS
Platforms: Windows, Linux
Languages and packages: C, C++, Matlab, OpenCV
GRADUATE
COURSE WORK
Random processes in communications
Image processing and understanding
Computer vision
Estimation and detection theory
Object recognition and representation
Advanced DSP
Pattern recognition
Medical image analysis
Computer architecture
Graphical Models
HONORS AND
AWARDS
  • 2nd prize recipient at Indian Institute of Technology (IIT-Bombay) at the All- India Robotics Competition in the 'Autonomous robot' category.
  • Secured the 2nd rank out of 1600 students in my junior year.
  • Recipient of the National Talent Search scholarship awarded by the Government of India to the top 0.01% students in the country at the high school level.
  • Secured the 1st prize at the All-India Physics Lecture Competition organ- ised by the Indian Physics Teachers Association for my lecture titled Radar and Stealth Bombers.

Copyright © 2007 Aniruddha Kembhavi