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Deep Semantic and Attentive Network for Unsupervised Video Summarization

https://doi.org/10.1145/3477538
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What this work says

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

inferredcites →https://doi.org/10.1007/978-3-030-01246-5_42openalex-snapshot
Deep Cross-Modal Projection Learning for Image-Text Matching
inferredcites →https://doi.org/10.1007/978-3-030-01258-8_22openalex-snapshot
Video Summarization Using Fully Convolutional Sequence Networks
inferredcites →https://doi.org/10.1007/978-3-030-37731-1_40openalex-snapshot
Unsupervised Video Summarization via Attention-Driven Adversarial Learning
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
inferredcites →https://doi.org/10.1007/978-3-319-46478-7_47openalex-snapshot
Video Summarization with Long Short-Term Memory
inferredcites →https://doi.org/10.1007/978-3-319-46484-8_1openalex-snapshot
Query-Focused Extractive Video Summarization
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.neucom.2018.12.040openalex-snapshot
Video summarization via spatio-temporal deep architecture
inferredcites →https://doi.org/10.1016/j.neucom.2020.04.132openalex-snapshot
Deep attentive and semantic preserving video summarization
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/10.1093/biomet/33.3.239openalex-snapshot
THE TREATMENT OF TIES IN RANKING PROBLEMS
inferredcites →https://doi.org/10.1109/cvpr.1993.341010openalex-snapshot
Proceedings of IEEE Conference on Computer Vision and Pattern Recognition
inferredcites →https://doi.org/10.1109/cvpr.2009.5206848openalex-snapshot
ImageNet: A large-scale hierarchical image database
inferredcites →https://doi.org/10.1109/cvpr.2015.7298594openalex-snapshot
Going deeper with convolutions
inferredcites →https://doi.org/10.1109/cvpr.2017.318openalex-snapshot
Unsupervised Video Summarization with Adversarial LSTM Networks
inferredcites →https://doi.org/10.1109/cvpr.2017.334openalex-snapshot
Top-Down Visual Saliency Guided by Captions
inferredcites →https://doi.org/10.1109/cvpr.2017.348openalex-snapshot
Deep Cross-Modal Hashing
inferredcites →https://doi.org/10.1109/cvpr.2018.00685openalex-snapshot
Can Spatiotemporal 3D CNNs Retrace the History of 2D CNNs and ImageNet?
inferredcites →https://doi.org/10.1109/cvpr.2018.00773openalex-snapshot
HSA-RNN: Hierarchical Structure-Adaptive RNN for Video Summarization
inferredcites →https://doi.org/10.1109/cvpr.2019.00778openalex-snapshot
Rethinking the Evaluation of Video Summaries
inferredcites →https://doi.org/10.1109/cvpr.2019.00809openalex-snapshot
Video Summarization by Learning From Unpaired Data
inferredcites →https://doi.org/10.1109/iccv.2015.11openalex-snapshot
Aligning Books and Movies: Towards Story-Like Visual Explanations by Watching Movies and Reading Books
inferredcites →https://doi.org/10.1109/iccv.2015.515openalex-snapshot
Sequence to Sequence -- Video to Text
inferredcites →https://doi.org/10.1109/iccv.2019.00473openalex-snapshot
Attention on Attention for Image Captioning
inferredcites →https://doi.org/10.1109/tcsvt.2019.2904996openalex-snapshot
Video Summarization With Attention-Based Encoder–Decoder Networks
inferredcites →https://doi.org/10.1109/tip.2012.2202676openalex-snapshot
Visual-Textual Joint Relevance Learning for Tag-Based Social Image Search
inferredcites →https://doi.org/10.1109/tmm.2011.2166951openalex-snapshot
Towards Scalable Summarization of Consumer Videos Via Sparse Dictionary Selection
inferredcites →https://doi.org/10.1145/1873951.1873987openalex-snapshot
A new approach to cross-modal multimedia retrieval
inferredcites →https://doi.org/10.1145/3123266.3123328openalex-snapshot
Hierarchical Recurrent Neural Network for Video Summarization
inferredcites →https://doi.org/10.1145/3343031.3351056openalex-snapshot
Unsupervised Video Summarization with Attentive Conditional Generative Adversarial Networks
inferredcites →https://doi.org/10.1145/3372278.3390695openalex-snapshot
Query-controllable Video Summarization
inferredcites →https://doi.org/10.1201/9781420050264openalex-snapshot
CRC Standard Probability and Statistics Tables and Formulae
inferredcites →https://doi.org/10.1609/aaai.v33i01.33018537openalex-snapshot
Discriminative Feature Learning for Unsupervised Video Summarization
inferredcites →https://doi.org/10.1609/aaai.v33i01.33018658openalex-snapshot
Beyond RNNs: Positional Self-Attention with Co-Attention for Video Question Answering
inferredcites →https://doi.org/10.1609/aaai.v33i01.33019143openalex-snapshot
Cycle-SUM: Cycle-Consistent Adversarial LSTM Networks for Unsupervised Video Summarization
inferredcites →https://doi.org/10.48550/arxiv.1412.6980openalex-snapshot
Adam: A Method for Stochastic Optimization

What points at this work

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

inferred← citeshttps://doi.org/10.1007/978-981-95-6950-2_39openalex-snapshot
Multimodal Video Summarization with Mamba and Bayesian Approach
inferred← citeshttps://doi.org/10.1007/978-981-96-5815-2_6openalex-snapshot
Training-Free Language-Guided Video Summarization via Multi-Grained Saliency Scoring
inferred← citeshttps://doi.org/10.1007/978-981-96-6972-1_2openalex-snapshot
Enhancing Multimodal Video Summarization via Temporal and Semantic Alignment
inferred← citeshttps://doi.org/10.1007/s00371-026-04592-xopenalex-snapshot
Large model-assisted video summarization via global entity unification and robust importance scoring
inferred← citeshttps://doi.org/10.1007/s00530-023-01154-2openalex-snapshot
A two-stage attention augmented fully convolutional network-based dynamic video summarization
inferred← citeshttps://doi.org/10.1007/s10044-026-01686-zopenalex-snapshot
Language-guided frameworks for personalized video summarization
inferred← citeshttps://doi.org/10.1007/s10462-023-10429-zopenalex-snapshot
A comprehensive study of automatic video summarization techniques
inferred← citeshttps://doi.org/10.1007/s11263-024-02302-5openalex-snapshot
Occlusion-Preserved Surveillance Video Synopsis with Flexible Object Graph
inferred← citeshttps://doi.org/10.1016/j.heliyon.2024.e34735openalex-snapshot
Volleyball training video classification description using the BiLSTM fusion attention mechanism
inferred← citeshttps://doi.org/10.1016/j.jvcir.2024.104200openalex-snapshot
Unsupervised video summarization with adversarial graph-based attention network
inferred← citeshttps://doi.org/10.1016/j.patcog.2023.109578openalex-snapshot
Topic-aware video summarization using multimodal transformer
inferred← citeshttps://doi.org/10.1016/j.patcog.2025.112059openalex-snapshot
Domain adaptive video summarization using generalized transformer
inferred← citeshttps://doi.org/10.1109/fit60620.2023.00044openalex-snapshot
Efficient Video Summarization with Hydra Attentive Vision Transformer
inferred← citeshttps://doi.org/10.1109/icacic59454.2023.10435166openalex-snapshot
Object-Based Key Frame Extraction in Videos
inferred← citeshttps://doi.org/10.1109/icme59968.2025.11210092openalex-snapshot
Trans-Diff:Transformer-based Video Summarization with Diffusion
inferred← citeshttps://doi.org/10.1109/icoecit68303.2026.11496743openalex-snapshot
Key Frame Optimization of Videos Using Image Captioning Model
inferred← citeshttps://doi.org/10.1109/icsc59802.2024.00009openalex-snapshot
AMP-BiLSTM: An Enhanced Highlight Extraction Method Using Multi-Channel Bi-LSTM and Self-Attention in Streaming Videos
inferred← citeshttps://doi.org/10.1109/tcsvt.2022.3190998openalex-snapshot
Adaptive Multiview Graph Difference Analysis for Video Summarization
inferred← citeshttps://doi.org/10.1109/tip.2023.3293762openalex-snapshot
Semantic Representation and Attention Alignment for Graph Information Bottleneck in Video Summarization
inferred← citeshttps://doi.org/10.1109/tpami.2025.3633657openalex-snapshot
Language-Guided Graph Representation Learning for Video Summarization
inferred← citeshttps://doi.org/10.1145/3549206.3549279openalex-snapshot
Reward based Video Summarization using Advanced Deep Learning Architectures
inferred← citeshttps://doi.org/10.1145/3595923openalex-snapshot
Shot Boundary Detection Using Color Clustering and Attention Mechanism
inferred← citeshttps://doi.org/10.1145/3630257openalex-snapshot
Characters Link Shots: Character Attention Network for Movie Scene Segmentation
inferred← citeshttps://doi.org/10.1145/3654670openalex-snapshot
Effective Video Summarization by Extracting Parameter-Free Motion Attention
inferred← citeshttps://doi.org/10.1145/3696409.3700273openalex-snapshot
Language-Guided Self-Supervised Video Summarization Using Text Semantic Matching Considering the Diversity of the Video
inferred← citeshttps://doi.org/10.1145/3746027.3755821openalex-snapshot
SD-VSum: A Method and Dataset for Script-Driven Video Summarization
inferred← citeshttps://doi.org/10.1155/2022/7453744openalex-snapshot
An Effective Video Summarization Framework Based on the Object of Interest Using Deep Learning
inferred← citeshttps://doi.org/10.17485/ijst/v17i15.456openalex-snapshot
A Framework for Video Summarization using Visual Attention Technique
inferred← citeshttps://doi.org/10.21203/rs.3.rs-3010938/v1openalex-snapshot
Temporal Convulutional Network & Content-based Frame Sampling Fusion for Semantically Enriched Video Summarization
inferred← citeshttps://doi.org/10.3390/app15094909openalex-snapshot
DCAT: A Novel Transformer-Based Approach for Dynamic Context-Aware Image Captioning in the Tamil Language
inferred← citeshttps://doi.org/10.3390/technologies12080126openalex-snapshot
GAT-Based Bi-CARU with Adaptive Feature-Based Transformation for Video Summarisation
inferred← citeshttps://doi.org/10.52783/jes.1072openalex-snapshot
Attention-Based Multi-Layered Encoder-Decoder Model for Summarizing Non-Interactive User-Based Videos
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