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   Articles with "video summarization" as a keyword



A hybrid egocentric video summarization method to improve the healthcare for Alzheimer patients

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recommendations! 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

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recommendations! 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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recommendations! Published in 2022 at "IEEE Access"

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

An Empirical Taxonomy of Video Summarization Model From a Statistical Perspective

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recommendations! Published in 2024 at "IEEE Access"

DOI: 10.1109/access.2024.3503276

Abstract: This paper has thrown out a comprehensive taxonomic view of all different video summarization techniques that show variously adopted methodologies efficiently condensing large video data. The review categorizes and evaluates techniques against their core approaches:… read more here.

Keywords: video summarization; video; summarization model; summarization ... See more keywords

Spatiotemporal Feature Fusion for Video Summarization

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recommendations! Published in 2024 at "IEEE MultiMedia"

DOI: 10.1109/mmul.2024.3428933

Abstract: Video summarization (VS) is crucial process for compacting video content into a concise and informative representation, enhancing accessibility and the user experience. This work introduces a new approach based on spatiotemporal features derived from long… read more here.

Keywords: video summarization; video; fusion video; feature fusion ... See more keywords

Unsupervised Video Summarization Based on Spatiotemporal Semantic Graph and Enhanced Attention Mechanism

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recommendations! Published in 2025 at "IEEE Transactions on Computational Social Systems"

DOI: 10.1109/tcss.2025.3579570

Abstract: Generative adversarial networks (GANs) have demonstrated potential in enhancing keyframe selection and video reconstruction via adversarial training among unsupervised approaches. Nevertheless, GANs struggle to encapsulate the intricate spatiotemporal dynamics in videos, which is essential for… read more here.

Keywords: video summarization; video; unsupervised video; attention ... See more keywords

VSS-Net: Visual Semantic Self-Mining Network for Video Summarization

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recommendations! Published in 2024 at "IEEE Transactions on Circuits and Systems for Video Technology"

DOI: 10.1109/tcsvt.2023.3312325

Abstract: Video summarization, with the target to detect valuable segments given untrimmed videos, is a meaningful yet understudied topic. Previous methods primarily consider inter-frame and inter-shot temporal dependencies, which might be insufficient to pinpoint important content… read more here.

Keywords: video summarization; video; semantic self; vss net ... See more keywords

Cloud-Assisted Multiview Video Summarization Using CNN and Bidirectional LSTM

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recommendations! 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

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recommendations! 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

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recommendations! 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

Improving Video Summarization by Exploring the Coherence Between Corresponding Captions

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recommendations! Published in 2025 at "IEEE Transactions on Image Processing"

DOI: 10.1109/tip.2025.3598709

Abstract: Video summarization aims to generate a compact summary of the original video by selecting and combining the most representative parts. Most existing approaches only focus on recognizing key video segments to generate the summary, which… read more here.

Keywords: video summarization; coherence; language; coherence corresponding ... See more keywords