University of Cambridge > Talks.cam > Microsoft Research Cambridge, public talks > Structured Prediction Models for High-level Computer Vision Tasks

  Browse A-Z

Log in

Cambridge users (raven)details Other usersdetails No account?details

Information on

Subscribing to talksdetails Finding a talkdetails Adding a talkdetails Disseminating talksdetails Help and Documentationdetails

Structured Prediction Models for High-level Computer Vision Tasks

Add to your list(s) Download to your calendar using vCal

If you have a question about this talk, please contact Microsoft Research Cambridge Talks Admins.

This event may be recorded and made available internally or externally via http://research.microsoft.com. Microsoft will own the copyright of any recordings made. If you do not wish to have your image/voice recorded please consider this before attending

Rich statistical models have revolutionized computer vision research:

graphical models and structured prediction in particular are now commonly used tools to address hard computer vision problems. I discuss what distinguishes these computer vision problems from other machine learning problems and how this poses unique challenges.

I argue that most computer vision models are misspecified and discuss the consequences of popular estimators in this case, concluding that we either have to use non-parametric models or use estimators robust to misspecification.

As one possible solution, I propose a novel discrete random field model applicable to a large number of computer vision tasks. The model is conditionally specified, non-parametric, and able to represent complex label interactions, yet it can be trained from hundreds of images in minutes on a single machine.

This talk is part of the Microsoft Research Cambridge, public talks series.

Tell a friend about this talk:

This talk is included in these lists:

Note that ex-directory lists are not shown.

Other lists

Liberia's Independence Day Talk CamBridgeSens Global Student Education Forum (GSEF) Talk Series

Other talks

"The integrated stress response – a double edged sword in skeletal development and disease" Highly Energy Efficient Key-value Store for In-network Computing Replication or exploration? Sequential design for stochastic simulation experiments Magnetic microscopy of meteorites: probing the magnetic state of the early solar system On the climate change conversation Microsporidia: diverse, opportunistic and pervasive pathogens XZ: X-ray spectroscopic redshifts of obscured AGN Protein Folding, Evolution and Interactions Symposium The Digital Doctor: Hope, Hype, and Harm at the Dawn of Medicine’s Computer Age Cyclic Peptides: Building Blocks for Supramolecular Designs Sneks long balus Mechanical performance of wall structures in 3D printing processes: theory, design tools and experiments
 

© 2006-2024 Talks.cam, University of Cambridge. Contact Us | Help and Documentation | Privacy and Publicity