Video summarization via spatio-temporal deep architecture
Sign Up to like & getrecommendations! Published in 2019 at "Neurocomputing"
DOI: 10.1016/j.neucom.2018.12.040
Abstract: Abstract Video summarization has unprecedented importance to help us overview current ever-growing amount of video collections. In this paper, we propose a novel dynamic video summarization model based on deep learning architecture. We are the… read more here.
Keywords: video; deep architecture; video summarization; summarization via ... See more keywords
Marginal Deep Architecture: Stacking Feature Learning Modules to Build Deep Learning Models
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DOI: 10.1109/access.2019.2902631
Abstract: Recently, many deep models have been proposed in different fields, such as image classification, object detection, and speech recognition. However, most of these architectures require a large amount of training data and employ random initialization.… read more here.
Keywords: learning models; feature learning; deep learning; deep architecture ... See more keywords
Massive-Scale Genre Communities Learning Using a Noise-Tolerant Deep Architecture
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Transactions on Multimedia"
DOI: 10.1109/tmm.2019.2955240
Abstract: Accurately categorizing million-scale Internet users (e.g., Flickr or Google Picasa) into multiple communities based on their genre tastes is an indispensable techniquein machine learning and multimedia. It can facilitate a series of applications, such as… read more here.
Keywords: image labels; deep architecture; noise tolerant; tolerant deep ... See more keywords