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Video Summarization With Attention-Based Encoder–Decoder Networks

https://doi.org/10.1109/tcsvt.2019.2904996

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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Improving Sequential Determinantal Point Processes for Supervised Video Summarization

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How Local Is the Local Diversity? Reinforcing Sequential Determinantal Point Processes with Dynamic Ground Sets for Supervised Video Summarization

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Retrospective Encoders for Video Summarization

inferredcites →https://doi.org/10.1007/978-3-030-01258-8_22openalex-snapshot

Video Summarization Using Fully Convolutional Sequence Networks

inferredcites →https://doi.org/10.1007/978-3-319-10584-0_33openalex-snapshot

Creating Summaries from User Videos

inferredcites →https://doi.org/10.1007/978-3-319-10599-4_35openalex-snapshot

Category-Specific Video Summarization

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Learning Visual Storylines with Skipping Recurrent Neural Networks

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Video Summarization with Long Short-Term Memory

inferredcites →https://doi.org/10.1007/s11432-017-9158-xopenalex-snapshot

Two-stage local constrained sparse coding for fine-grained visual categorization

inferredcites →https://doi.org/10.1007/s11432-018-9497-0openalex-snapshot

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inferredcites →https://doi.org/10.1016/j.image.2012.10.002openalex-snapshot

Efficient visual attention based framework for extracting key frames from videos

inferredcites →https://doi.org/10.1016/j.ins.2018.09.050openalex-snapshot

Query-aware sparse coding for web multi-video summarization

inferredcites →https://doi.org/10.1016/j.jvcir.2007.04.002openalex-snapshot

Video summarisation: A conceptual framework and survey of the state of the art

inferredcites →https://doi.org/10.1016/j.jvcir.2013.08.003openalex-snapshot

Video key frame extraction through dynamic Delaunay clustering with a structural constraint

inferredcites →https://doi.org/10.1016/j.neucom.2016.09.063openalex-snapshot

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inferredcites →https://doi.org/10.1016/j.patcog.2014.08.002openalex-snapshot

Video summarization via minimum sparse reconstruction

inferredcites →https://doi.org/10.1016/j.patrec.2010.08.004openalex-snapshot

VSUMM: A mechanism designed to produce static video summaries and a novel evaluation method

inferredcites →https://doi.org/10.1109/cvpr.2012.6247820openalex-snapshot

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inferredcites →https://doi.org/10.1109/cvpr.2015.7298594openalex-snapshot

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inferredcites →https://doi.org/10.1109/cvpr.2015.7298928openalex-snapshot

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inferredcites →https://doi.org/10.1109/cvpr.2015.7299154openalex-snapshot

TVSum: Summarizing web videos using titles

inferredcites →https://doi.org/10.1109/cvpr.2016.120openalex-snapshot

Summary Transfer: Exemplar-Based Subset Selection for Video Summarization

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inferredcites →https://doi.org/10.1109/cvpr.2018.00773openalex-snapshot

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inferredcites →https://doi.org/10.1109/iccv.2015.515openalex-snapshot

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inferredcites →https://doi.org/10.1109/iccv.2015.526openalex-snapshot

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inferredcites →https://doi.org/10.1109/ijcnn.2005.1556215openalex-snapshot

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inferredcites →https://doi.org/10.1109/tcsvt.2004.841694openalex-snapshot

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inferredcites →https://doi.org/10.1109/tcsvt.2005.856896openalex-snapshot

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inferredcites →https://doi.org/10.1109/tcsvt.2016.2539638openalex-snapshot

Motion-State-Adaptive Video Summarization via Spatiotemporal Analysis

inferredcites →https://doi.org/10.1109/tcyb.2015.2493558openalex-snapshot

Perceptual Attributes Optimization for Multivideo Summarization

inferredcites →https://doi.org/10.1109/tcyb.2016.2601438openalex-snapshot

Cascade Learning by Optimally Partitioning

inferredcites →https://doi.org/10.1109/tip.2017.2694224openalex-snapshot

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inferredcites →https://doi.org/10.1109/tip.2017.2695887openalex-snapshot

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inferredcites →https://doi.org/10.1109/tip.2017.2710635openalex-snapshot

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inferredcites →https://doi.org/10.1109/tmm.2010.2052025openalex-snapshot

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inferredcites →https://doi.org/10.1109/tmm.2011.2166951openalex-snapshot

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inferredcites →https://doi.org/10.1109/tmm.2012.2185041openalex-snapshot

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inferredcites →https://doi.org/10.1109/tpami.2016.2557785openalex-snapshot

Bayesian Modeling of Temporal Coherence in Videos for Entity Discovery and Summarization

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What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Video Summarization Method Integrating Universal Demand Elements

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Hierarchical multimodal transformer to summarize videos

inferred← citeshttps://doi.org/10.1016/j.neucom.2022.07.077openalex-snapshot

A multi-flexible video summarization scheme using property-constraint decision tree

inferred← citeshttps://doi.org/10.1016/j.neucom.2022.11.028openalex-snapshot

Unsupervised video summarization using deep Non-Local video summarization networks

inferred← citeshttps://doi.org/10.1016/j.neucom.2023.03.013openalex-snapshot

Human attention based movie summarization: Dataset and baseline model

inferred← citeshttps://doi.org/10.1016/j.neucom.2024.128852openalex-snapshot

HyV-Summ: Social media video summarization on custom dataset using hybrid techniques

inferred← citeshttps://doi.org/10.1016/j.neucom.2025.130094openalex-snapshot

Modality-aware contrast and fusion for multi-modal summarization

inferred← citeshttps://doi.org/10.1016/j.patcog.2020.107677openalex-snapshot

Exploring global diverse attention via pairwise temporal relation for video summarization

inferred← citeshttps://doi.org/10.1016/j.patcog.2021.108256openalex-snapshot

A hierarchical model for learning to understand head gesture videos

inferred← citeshttps://doi.org/10.1016/j.patcog.2021.108312openalex-snapshot

Learning multiscale hierarchical attention for video summarization

inferred← citeshttps://doi.org/10.1016/j.patcog.2022.108840openalex-snapshot

Video summarization with a convolutional attentive adversarial network

inferred← citeshttps://doi.org/10.1016/j.patcog.2025.111631openalex-snapshot

Video summarization with temporal-channel visual transformer

inferred← citeshttps://doi.org/10.1016/j.patcog.2025.112059openalex-snapshot

Domain adaptive video summarization using generalized transformer

inferred← citeshttps://doi.org/10.1016/j.patrec.2020.04.011openalex-snapshot

Cross-modal guidance based auto-encoder for multi-video summarization

inferred← citeshttps://doi.org/10.1016/j.patrec.2020.05.021openalex-snapshot

Pseudo distribution on unseen classes for generalized zero shot learning

inferred← citeshttps://doi.org/10.1016/j.patrec.2020.07.018openalex-snapshot

Pedestrian attribute recognition based on multiple time steps attention

inferred← citeshttps://doi.org/10.1016/j.patrec.2025.08.001openalex-snapshot

Streamlined extended Long Short-Term Memory for video skimming

inferred← citeshttps://doi.org/10.1016/j.patrec.2026.07.023openalex-snapshot

Multi-scale temporal convolutions in a memory-augmented extended LSTM for dynamic video summarization

inferred← citeshttps://doi.org/10.1016/j.procs.2023.01.211openalex-snapshot

Attention Over Attention: An Enhanced Supervised Video Summarization Approach

inferred← citeshttps://doi.org/10.1016/j.softx.2025.102303openalex-snapshot

QUBVIS: query based multi-modal summarization system using CLIP based transformer and vision language models

inferred← citeshttps://doi.org/10.1038/s41598-024-84324-0openalex-snapshot

Key frame extraction algorithm for surveillance videos using an evolutionary approach

inferred← citeshttps://doi.org/10.1038/s41598-026-37669-7openalex-snapshot

MSRCTNet: a novel multi-scale capsule triplet network for efficient redundant frame removal in wireless capsule endoscopy videos

inferred← citeshttps://doi.org/10.1049/cvi2.12194openalex-snapshot

Recurrent unit augmented memory network for video summarisation

inferred← citeshttps://doi.org/10.1049/ell2.12111openalex-snapshot

Spatial attention model‐modulated bi‐directional long short‐term memory for unsupervised video summarisation

inferred← citeshttps://doi.org/10.1049/iet-ipr.2020.0234openalex-snapshot

Vector ordering and regression learning‐based ranking for dynamic summarisation of user videos

inferred← citeshttps://doi.org/10.1049/ipr2.13269openalex-snapshot

Hierarchical multi‐modal video summarization with dynamic sampling

inferred← citeshttps://doi.org/10.1049/ipr2.70324openalex-snapshot

A New Deep Learning‐Based Video Summarisation Method for Industrial IoT Surveillance Systems

inferred← citeshttps://doi.org/10.1063/5.0199628openalex-snapshot

A review for video summarization based on trajectories features

inferred← citeshttps://doi.org/10.1080/08839514.2025.2462382openalex-snapshot

DHMDL: Dynamically Hashed Multimodal Deep Learning Framework for Racket Video Summarization Using Audio and Visual Markers

inferred← citeshttps://doi.org/10.1080/09720529.2022.2133239openalex-snapshot

Effortless and beneficial processing of natural languages using transformers

inferred← citeshttps://doi.org/10.1109/access.2019.2891834openalex-snapshot

Video Summarization via Nonlinear Sparse Dictionary Selection

inferred← citeshttps://doi.org/10.1109/access.2020.3017135openalex-snapshot

Video Big Data Analytics in the Cloud: A Reference Architecture, Survey, Opportunities, and Open Research Issues

inferred← citeshttps://doi.org/10.1109/access.2021.3112695openalex-snapshot

Fast Video Summary Generation Based On Low Rank Tensor Decomposition

inferred← citeshttps://doi.org/10.1109/access.2022.3163414openalex-snapshot

Exploring Global Diversity and Local Context for Video Summarization

inferred← citeshttps://doi.org/10.1109/access.2022.3188638openalex-snapshot

CNN and HEVC Video Coding Features for Static Video Summarization

inferred← citeshttps://doi.org/10.1109/access.2022.3209275openalex-snapshot

LTC-SUM: Lightweight Client-Driven Personalized Video Summarization Framework Using 2D CNN

inferred← citeshttps://doi.org/10.1109/apsipaasc65261.2025.11249316openalex-snapshot

Narrativity-Aware Video Summarization Based on Vision and Language Foundation Models

inferred← citeshttps://doi.org/10.1109/asiancon55314.2022.9908945openalex-snapshot

Comparative Analysis of Text-based Video Summarization Techniques using Deep Learning

inferred← citeshttps://doi.org/10.1109/ccwc51732.2021.9376115openalex-snapshot

Automatic Video summarization with Timestamps using natural language processing text fusion

inferred← citeshttps://doi.org/10.1109/cicn63059.2024.10847399openalex-snapshot

Comparative Study of Video Summarization Using Keyframes with State-of-the-Art Techniques

inferred← citeshttps://doi.org/10.1109/cises58720.2023.10183585openalex-snapshot

Optimized Approach for Video Summarization using Transfer Learning and LSTM

inferred← citeshttps://doi.org/10.1109/conit51480.2021.9498311openalex-snapshot

Query-By-Object Based Video Synopsis

inferred← citeshttps://doi.org/10.1109/cvpr.2018.00519openalex-snapshot

Transparency by Design: Closing the Gap Between Performance and Interpretability in Visual Reasoning

inferred← citeshttps://doi.org/10.1109/cvpr52688.2022.01590openalex-snapshot

Joint Video Summarization and Moment Localization by Cross-Task Sample Transfer

inferred← citeshttps://doi.org/10.1109/cvpr52729.2023.01428openalex-snapshot

Align and Attend: Multimodal Summarization with Dual Contrastive Losses

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.00796openalex-snapshot

Scaling Up Video Summarization Pretraining with Large Language Models

inferred← citeshttps://doi.org/10.1109/cvpr52733.2024.01783openalex-snapshot

CSTA: CNN-based Spatiotemporal Attention for Video Summarization

inferred← citeshttps://doi.org/10.1109/cvprw59228.2023.00262openalex-snapshot

Causalainer: Causal Explainer for Automatic Video Summarization

inferred← citeshttps://doi.org/10.1109/cvprw59228.2023.00316openalex-snapshot

Multi-Annotation Attention Model for Video Summarization

inferred← citeshttps://doi.org/10.1109/cvprw63382.2024.00259openalex-snapshot

VideoSAGE: Video Summarization with Graph Representation Learning

inferred← citeshttps://doi.org/10.1109/dsmp47368.2020.9204059openalex-snapshot

Parallel multi-head dot product attention for video summarization

inferred← citeshttps://doi.org/10.1109/fit60620.2023.00044openalex-snapshot

Efficient Video Summarization with Hydra Attentive Vision Transformer

inferred← citeshttps://doi.org/10.1109/iacis61494.2024.10721619openalex-snapshot

Hindi Text Summarization: Using BERT

inferred← citeshttps://doi.org/10.1109/iatmsi60426.2024.10503010openalex-snapshot

Multimodal Video Summarization using Attention based Transformers (MVSAT)

inferred← citeshttps://doi.org/10.1109/ic2e362166.2024.10827663openalex-snapshot

Video Summarization using Bidirectional RNN and Vanilla Autoencoder

inferred← citeshttps://doi.org/10.1109/icassp48485.2024.10446527openalex-snapshot

M2SUM: Multi-Granularity Scale-Adaptive Video Summarizer towards Informative Context Representation Learning

inferred← citeshttps://doi.org/10.1109/icasspw59220.2023.10192578openalex-snapshot

Role of Audio In Video Summarization

inferred← citeshttps://doi.org/10.1109/icatme50232.2021.9732735openalex-snapshot

Video Summarization using Machine Learning Mechanism: A Comprehensive Review

inferred← citeshttps://doi.org/10.1109/icc-robins64345.2025.11086102openalex-snapshot

Multi-Level Feature Fusion Using Hierarchical Graph Network for Video Summarization

inferred← citeshttps://doi.org/10.1109/icccnt49239.2020.9225424openalex-snapshot

Content Based Unsupervised Video Summarization Using Birds Foraging Search

inferred← citeshttps://doi.org/10.1109/icccsp52374.2021.9465347openalex-snapshot

Survey and Comparison of Video Summarization Techniques

inferred← citeshttps://doi.org/10.1109/iccds64403.2025.11209552openalex-snapshot

Video Summarization Using 2D CNN

inferred← citeshttps://doi.org/10.1109/iccsai64074.2025.11064016openalex-snapshot

Clipify: YouTube Video Summarizer Using LSA

inferred← citeshttps://doi.org/10.1109/iccsi62669.2024.10799434openalex-snapshot

SUM-GAN-FGN: Frequency Domain Unsupervised Video Summarization with Gaussian Noise Based on GAN

inferred← citeshttps://doi.org/10.1109/iccst50977.2020.00046openalex-snapshot

Video Summarization with Self-Attention Based Encoder-Decoder Framework

inferred← citeshttps://doi.org/10.1109/iccubea47591.2019.9129347openalex-snapshot

Conversational AI: An Overview of Methodologies, Applications & Future Scope

inferred← citeshttps://doi.org/10.1109/iccvw.2019.00164openalex-snapshot

Temporal Accumulative Features for Sign Language Recognition

inferred← citeshttps://doi.org/10.1109/iccvw69036.2025.00505openalex-snapshot

Human-Inspired Summarization: Cluster Scene Videos into Diverse Frames

inferred← citeshttps://doi.org/10.1109/icdar.2019.00077openalex-snapshot

Text Siamese Network for Video Textual Keyframe Detection

inferred← citeshttps://doi.org/10.1109/icicsp59554.2023.10390562openalex-snapshot

A Human-Machine Collaborative Video Summarization Framework Using Pupillary Response Signals

inferred← citeshttps://doi.org/10.1109/iciip68302.2025.11346342openalex-snapshot

Enhanced Video Summarization Using Superframe-Based Segmentation with Deep Learning and Multilingual Support

inferred← citeshttps://doi.org/10.1109/icip.2019.8803639openalex-snapshot

Learning Hierarchical Self-Attention for Video Summarization

inferred← citeshttps://doi.org/10.1109/icip40778.2020.9191178openalex-snapshot

Video Summarization with Anchors and Multi-Head Attention

inferred← citeshttps://doi.org/10.1109/icip42928.2021.9506088openalex-snapshot

Adversarial Unsupervised Video Summarization Augmented With Dictionary Loss

inferred← citeshttps://doi.org/10.1109/icip49359.2023.10222742openalex-snapshot

Video Summarization Through Fine-Grained Hierarchical Modeling with Multi-Dimensional Features

inferred← citeshttps://doi.org/10.1109/icip55913.2025.11084326openalex-snapshot

Divide-and-Summarize: Enhancing Deep Neural Video Summarization

inferred← citeshttps://doi.org/10.1109/icme51207.2021.9428250openalex-snapshot

Visual and Semantic Feature Coordinated Bi-Lstm Model for Unsupervised Video Summarization

inferred← citeshttps://doi.org/10.1109/icme51207.2021.9428252openalex-snapshot

Detecting Highlighted Video Clips Through Emotion-Enhanced Audio-Visual Cues

inferred← citeshttps://doi.org/10.1109/icme51207.2021.9428318openalex-snapshot

Supervised Video Summarization Via Multiple Feature Sets with Parallel Attention

inferred← citeshttps://doi.org/10.1109/icme52920.2022.9859796openalex-snapshot

Human Attention Based Movie Summarization: Dataset and Baseline Model

inferred← citeshttps://doi.org/10.1109/icme52920.2022.9859948openalex-snapshot

Causal Video Summarizer for Video Exploration

inferred← citeshttps://doi.org/10.1109/icnc-fskd59587.2023.10281113openalex-snapshot

Summarizing Videos using the Uniqueness of Video Frames that Mask Adjacent Frame Information

inferred← citeshttps://doi.org/10.1109/iconscept61884.2024.10627783openalex-snapshot

Advancing Video Summarization Using Language-Based Attention Transformer

inferred← citeshttps://doi.org/10.1109/iconsip49665.2022.10007516openalex-snapshot

S-VSUM: Static Video Content SUMmarization using CNN

inferred← citeshttps://doi.org/10.1109/icsipc69751.2026.11584129openalex-snapshot

Visual Calibration for Text-Guided Video Summarization

inferred← citeshttps://doi.org/10.1109/icssit46314.2019.8987912openalex-snapshot

Attention Based Encoding and Decoding for Convolutional Neural Networks

inferred← citeshttps://doi.org/10.1109/ict-dm62768.2024.10798947openalex-snapshot

Multi-dimensional Visual Fusion: Open-Pit Mine Safety Video Summarization Approach Based on Attention Mechanism and Dynamic Feature Fusion

inferred← citeshttps://doi.org/10.1109/ictai50040.2020.00176openalex-snapshot

Bi-Directional Self-Attention with Relative Positional Encoding for Video Summarization

inferred← citeshttps://doi.org/10.1109/icvadv67766.2026.11470492openalex-snapshot

Improved Harris Hawk Optimized Multi-Feature-Based Generative Adversarial Network for Effective Video Summarization

inferred← citeshttps://doi.org/10.1109/ieacon57683.2023.10370244openalex-snapshot

An Attention based Video Summarization Technique for Wireless Capsule Endoscopy Data

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