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TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems
tl;dr
This paper describes the TensorFlow interface for expressing machine learning algorithms, and an implementation of that interface that we have built at Google. Expand
  • 7,463
  • 870
  • Open Access
Object retrieval with large vocabularies and fast spatial matching
tl;dr
In this paper, we present a large-scale object retrieval system that uses a corpus of photos taken from a public web site. Expand
  • 2,691
  • 472
  • Open Access
CONDENSATION—Conditional Density Propagation for Visual Tracking
  • M. Isard, A. Blake
  • Computer Science
  • International Journal of Computer Vision
  • 1 August 1998
tl;dr
The Condensation algorithm uses “factored sampling”, previously applied to the interpretation of static images, in which the probability distribution of possible interpretations is represented by a randomly generated set. Expand
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  • 350
  • Open Access
Dryad: distributed data-parallel programs from sequential building blocks
tl;dr
Dryad is a general-purpose distributed execution engine for coarse-grain data-parallel applications. Expand
  • 2,667
  • 250
  • Open Access
Lost in quantization: Improving particular object retrieval in large scale image databases
tl;dr
This paper explores techniques to map each visual region to a weighted set of words, allowing the inclusion of features which were lost in the quantization stage of previous systems. Expand
  • 1,367
  • 203
  • Open Access
Contour Tracking by Stochastic Propagation of Conditional Density
tl;dr
The Condensation algorithm combines factored sampling with learned dynamical models to propagate an entire probability distribution for object position and shape, over time. Expand
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  • 84
Total Recall: Automatic Query Expansion with a Generative Feature Model for Object Retrieval
tl;dr
In this paper we explore ways to derive better object models given the query region, in order to improve retrieval performance. Expand
  • 819
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  • Open Access
Active Contours
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A Multi-View Embedding Space for Modeling Internet Images, Tags, and Their Semantics
tl;dr
We incorporate a third view capturing high-level image semantics, represented either by a single category or multiple non-mutually-exclusive concepts. Expand
  • 430
  • 65
  • Open Access
Naiad: a timely dataflow system
tl;dr
Naiad is a distributed system for executing data parallel, cyclic dataflow programs. Expand
  • 608
  • 64
  • Open Access