scholarly journals Implicit Diversity in Image Summarization

2020 ◽  
Vol 4 (CSCW2) ◽  
pp. 1-28
Author(s):  
L. Elisa Celis ◽  
Vijay Keswani
Keyword(s):  
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

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

Image summarization using topic modelling

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

scholarly journals Medical volume image summarization

2009 ◽  
Author(s):  
Feng Ding ◽  
Hao Li ◽  
Yuan Cheng ◽  
Wee Kheng Leow
Keyword(s):  
Image Summarization

Context saliency based image summarization

2009 ◽  
Author(s):  
Liang Shi ◽  
Jinqiao Wang ◽  
Lei Xu ◽  
Hanqing Lu ◽  
Changsheng Xu
Keyword(s):  
Image Summarization
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