Hybrid image summarization by hypergraph partition

2013 ◽  
Vol 119 ◽  
pp. 41-48 ◽  
Author(s):  
Minxian Li ◽  
Chunxia Zhao ◽  
Jinhui Tang
Keyword(s):  
Hypergraph Partition ◽  
Image Summarization

ImageHive: Interactive Content-Aware Image Summarization

2012 ◽  
Vol 32 (1) ◽  
pp. 46-55 ◽  
Author(s):  
Li Tan ◽  
Yangqiu Song ◽  
Shixia Liu ◽  
Lexing Xie
Keyword(s):  
Content Aware ◽  
Image Summarization

scholarly journals Disentangled Autoencoder for Cross-Stain Feature Extraction in Pathology Image Analysis

2020 ◽  
Vol 10 (18) ◽  
pp. 6427
Author(s):  
Helge Hecht ◽  
Mhd Hasan Sarhan ◽  
Vlad Popovici
Keyword(s):  
Image Analysis ◽  
Feature Extraction ◽  
Bag Of Visual Words ◽  
Whole Slide Image ◽  
Visual Words ◽  
Image Patches ◽  
Slide Image ◽  
Histopathology Images ◽  
Pathology Image ◽  
Image Summarization

A novel deep autoencoder architecture is proposed for the analysis of histopathology images. Its purpose is to produce a disentangled latent representation in which the structure and colour information are confined to different subspaces so that stain-independent models may be learned. For this, we introduce two constraints on the representation which are implemented as a classifier and an adversarial discriminator. We show how they can be used for learning a latent representation across haematoxylin-eosin and a number of immune stains. Finally, we demonstrate the utility of the proposed representation in the context of matching image patches for registration applications and for learning a bag of visual words for whole slide image summarization.

Large-scale overhead image summarization (Conference Presentation)

2019 ◽  
Author(s):  
Gordon Christie ◽  
Ryan Amundsen ◽  
Scott Almes ◽  
Brant Chee ◽  
Madhurya Mahajan ◽  
...  
Keyword(s):  
Large Scale ◽  
Image Summarization

Unsupervised Image Categorization by Hypergraph Partition

2011 ◽  
Vol 33 (6) ◽  
pp. 1266-1273 ◽  
Author(s):  
Yuchi Huang ◽  
Qingshan Liu ◽  
Fengjun Lv ◽  
Yihong Gong ◽  
Dimitris N Metaxas
Keyword(s):  
Image Categorization ◽  
Hypergraph Partition

Single image summarization of 3D animation using depth images

2012 ◽  
Vol 23 (3-4) ◽  
pp. 417-424 ◽  
Author(s):  
Hwan-Jik Lee ◽  
Hyun Joon Shin ◽  
Jung-Ju Choi
Keyword(s):  
3D Animation ◽  
Single Image ◽  
Depth Images ◽  
Image Summarization

scholarly journals A Complexity Dichotomy For Hypergraph Partition Functions

2010 ◽  
Vol 19 (4) ◽  
pp. 605-633 ◽  
Author(s):  
Martin Dyer ◽  
Leslie Ann Goldberg ◽  
Mark Jerrum
Keyword(s):  
Partition Functions ◽  
Complexity Dichotomy ◽  
Hypergraph Partition

Image summarization using topic modelling

2015 ◽  
Author(s):  
Vasu Sharma ◽  
Akshay Kumar ◽  
Nishant Agrawal ◽  
Puneet Singh ◽  
Rajat Kulshreshtha
Keyword(s):  
Topic Modelling ◽  
Image Summarization
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