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TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems
This paper describes the TensorFlow interface for expressing machine learning algorithms, and an implementation of that interface that we have built at Google. Expand
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  • 870
  • Open Access
Object retrieval with large vocabularies and fast spatial matching
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
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
Dryad is a general-purpose distributed execution engine for coarse-grain data-parallel applications. Expand
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  • 250
  • Open Access
Lost in quantization: Improving particular object retrieval in large scale image databases
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
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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Total Recall: Automatic Query Expansion with a Generative Feature Model for Object Retrieval
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
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
Naiad is a distributed system for executing data parallel, cyclic dataflow programs. Expand
  • 608
  • 64
  • Open Access