A hybrid egocentric video summarization method to improve the healthcare for Alzheimer patients
Sign Up to like & getrecommendations! Published in 2019 at "Journal of Ambient Intelligence and Humanized Computing"
DOI: 10.1007/s12652-019-01444-6
Abstract: Alzheimer patients face difficulty to remember the identity of persons and performing daily life activities. This paper presents a hybrid method to generate the egocentric video summary of important people, objects and medicines to facilitate… read more here.
Keywords: video; video summarization; alzheimer patients; egocentric video ... See more keywords
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
Recent Challenges and Opportunities in Video Summarization With Machine Learning Algorithms
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DOI: 10.1109/access.2022.3223379
Abstract: The fast progress in digital technology has sparked the generation of the amount of voluminous data from different social media platforms like Instagram, Facebook, YouTube, etc. There are other platforms, as well which generate large… read more here.
Keywords: opportunities video; recent challenges; summarization; video summarization ... See more keywords
Cloud-Assisted Multiview Video Summarization Using CNN and Bidirectional LSTM
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Transactions on Industrial Informatics"
DOI: 10.1109/tii.2019.2929228
Abstract: The massive amount of video data produced by surveillance networks in industries instigate various challenges in exploring these videos for many applications, such as video summarization (VS), analysis, indexing, and retrieval. The task of multiview… read more here.
Keywords: video; video summarization; mvs; multiview video ... See more keywords
Video Summarization Via Multiview Representative Selection
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Transactions on Image Processing"
DOI: 10.1109/tip.2017.2789332
Abstract: Video contents are inherently heterogeneous. To exploit different feature modalities in a diverse video collection for video summarization, we propose to formulate the task as a multiview representative selection problem. The goal is to select… read more here.
Keywords: video; video summarization; selection; multiview ... See more keywords
Video Summarization With Spatiotemporal Vision Transformer
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Image Processing"
DOI: 10.1109/tip.2023.3275069
Abstract: Video summarization aims to generate a compact summary of the original video for efficient video browsing. To provide video summaries which are consistent with the human perception and contain important content, supervised learning-based video summarization… read more here.
Keywords: spatiotemporal vision; frame; video summarization; video ... See more keywords
Unsupervised Video Summarization With Cycle-Consistent Adversarial LSTM Networks
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Transactions on Multimedia"
DOI: 10.1109/tmm.2019.2959451
Abstract: Video summarization is an important technique to browse, manage and retrieve a large amount of videos efficiently. The main objective of video summarization is to minimize the information loss when selecting a subset of video… read more here.
Keywords: video; cycle consistent; video summarization; unsupervised video ... See more keywords
Property-Constrained Dual Learning for Video Summarization
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Transactions on Neural Networks and Learning Systems"
DOI: 10.1109/tnnls.2019.2951680
Abstract: Video summarization is the technique to condense large-scale videos into summaries composed of key-frames or key-shots so that the viewers can browse the video content efficiently. Recently, supervised approaches have achieved great success by taking… read more here.
Keywords: video; video summarization; dual learning; property ... See more keywords
Deep Attentive Video Summarization With Distribution Consistency Learning
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Neural Networks and Learning Systems"
DOI: 10.1109/tnnls.2020.2991083
Abstract: This article studies supervised video summarization by formulating it into a sequence-to-sequence learning framework, in which the input and output are sequences of original video frames and their predicted importance scores, respectively. Two critical issues… read more here.
Keywords: video summarization; sequence; term; distribution ... See more keywords
A bottom-up summarization algorithm for videos in the wild
Sign Up to like & getrecommendations! Published in 2019 at "EURASIP Journal on Advances in Signal Processing"
DOI: 10.1186/s13634-019-0611-y
Abstract: Video summarization aims to provide a compact video representation while preserving the essential activities of the original video. Most existing video summarization approaches relay on identifying important frames and optimizing target energy by a global… read more here.
Keywords: bottom summarization; video; video summarization; summarization ... See more keywords
Static Video Summarization Using Video Coding Features with Frame-Level Temporal Subsampling and Deep Learning
Sign Up to like & getrecommendations! Published in 2023 at "Applied Sciences"
DOI: 10.3390/app13106065
Abstract: There is an abundance of digital video content due to the cloud’s phenomenal growth and security footage; it is therefore essential to summarize these videos in data centers. This paper offers innovative approaches to the… read more here.
Keywords: frame level; temporal subsampling; level temporal; video summarization ... See more keywords