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LabelMe: A Database and Web-Based Tool for Image Annotation
TLDR
A web-based tool that allows easy image annotation and instant sharing of such annotations is developed and a large dataset that spans many object categories, often containing multiple instances over a wide variety of images is collected.
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Constructing free-energy approximations and generalized belief propagation algorithms
TLDR
This work explains how to obtain region-based free energy approximations that improve the Bethe approximation, and corresponding generalized belief propagation (GBP) algorithms, and describes empirical results showing that GBP can significantly outperform BP.
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The Design and Use of Steerable Filters
The authors present an efficient architecture to synthesize filters of arbitrary orientations from linear combinations of basis filters, allowing one to adaptively steer a filter to any orientation,…
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Image quilting for texture synthesis and transfer
TLDR
This work uses quilting as a fast and very simple texture synthesis algorithm which produces surprisingly good results for a wide range of textures and extends the algorithm to perform texture transfer — rendering an object with a texture taken from a different object.
View on ACM
Eulerian video magnification for revealing subtle changes in the world
TLDR
Using the Eulerian Video Magnification method, the flow of blood as it fills the face is able to be visualize and the resulting signal is amplified to reveal hidden information.
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Understanding belief propagation and its generalizations
TLDR
It is shown that BP can only converge to a fixed point that is also a stationary point of the Bethe approximation to the free energy, which enables connections to be made with variational approaches to approximate inference.
Example-Based Super-Resolution
TLDR
This work built on another training-based super- resolution algorithm and developed a faster and simpler algorithm for one-pass super-resolution that requires only a nearest-neighbor search in the training set for a vector derived from each patch of local image data.
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80 Million Tiny Images: A Large Data Set for Nonparametric Object and Scene Recognition
TLDR
For certain classes that are particularly prevalent in the dataset, such as people, this work is able to demonstrate a recognition performance comparable to class-specific Viola-Jones style detectors.
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Video Enhancement with Task-Oriented Flow
TLDR
T task-oriented flow (TOFlow), a motion representation learned in a self-supervised, task-specific manner, is proposed, which outperforms traditional optical flow on standard benchmarks as well as the Vimeo-90K dataset in three video processing tasks.
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Generalized Belief Propagation
TLDR
It is shown that BP can only converge to a stationary point of an approximate free energy, known as the Bethe free energy in statistical physics, and generalized belief propagation (GBP) versions of these Kikuchi approximations are derived.
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