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Deep Label Distribution Learning With Label Ambiguity

IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society

Apr 4, 2017

Bin-Bin GaoXin Geng

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Abstract

Convolutional neural networks (ConvNets) have achieved excellent recognition performance in various visual recognition tasks. A large labeled training set is one of the most important factors for its success. However, it is difficult to collect sufficient training images with precise la...read more

Mentioned in this Paper

Biologic Segmentation
Classification
Pattern Recognition, Visual
Learning and Learning Problems
Neural Network Simulation
Recognition (Psychology)
Depth
Learning
Tracer
Substance Distribution
6
2
119
Paper Details
References
  • References9
  • Citations1
1

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Deep Label Distribution Learning With Label Ambiguity

IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society

Apr 4, 2017

Bin-Bin GaoXin Geng

PMID: 28371776

DOI: 10.1109/tip.2017.2689998

Abstract

Convolutional neural networks (ConvNets) have achieved excellent recognition performance in various visual recognition tasks. A large labeled training set is one of the most important factors for its success. However, it is difficult to collect sufficient training images with precise la...read more

Mentioned in this Paper

Biologic Segmentation
Classification
Pattern Recognition, Visual
Learning and Learning Problems
Neural Network Simulation
Recognition (Psychology)
Depth
Learning
Tracer
Substance Distribution
6
2
119

Feeds With Similar Papers

Neural Networks

Here is the latest research on physiological and in silico networks and circuits implicated in the nervous system.

Related Papers

IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society

Facial Age Estimation With Age Difference

IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing SocietyDecember 4, 2016
Zhenzhen HuShuicheng Yan
IEEE Transactions on Pattern Analysis and Machine Intelligence

Factors of Transferability for a Generic ConvNet Representation

IEEE Transactions on Pattern Analysis and Machine IntelligenceNovember 20, 2015
Hossein AzizpourStefan Carlsson
Paper Details
References
  • References9
  • Citations1
1

Download from

Publisher
PubMed
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