Deep Reinforcement Learning for Unsupervised Video Summarization with Diversity-Representativeness Reward

29 December 2017

Yu Qiao

Papers citing "Deep Reinforcement Learning for Unsupervised Video Summarization with Diversity-Representativeness Reward"

47 / 47 papers shown

Title
Video Dataset Condensation with Diffusion Models Zhe Li Hadrien Reynaud Mischa Dombrowski Sarah Cechnicka Franciskus Xaverius Erick Bernhard Kainz DD VGen 59 0 0 10 May 2025
HierSum: A Global and Local Attention Mechanism for Video Summarization Apoorva Beedu Irfan Essa 187 0 0 25 Apr 2025
Learning Segment Similarity and Alignment in Large-Scale Content Based Video Retrieval Chen Jiang Kaiming Huang Sifeng He Xudong Yang Wei Zhang ... Lei Yang Qing Wang Furong Xu Tan Pan Wei Chu AI4TS 31 21 0 20 Sep 2023
SELF-VS: Self-supervised Encoding Learning For Video Summarization Hojjat Mokhtarabadi Kaveh Bahraman M. Hosseinzadeh M. Eftekhari AI4TS SSL ViT 27 0 0 28 Mar 2023
VideoXum: Cross-modal Visual and Textural Summarization of Videos Jingyang Lin Hang Hua Ming Chen Yikang Li Jenhao Hsiao C. Ho Jiebo Luo 38 30 0 21 Mar 2023
Align and Attend: Multimodal Summarization with Dual Contrastive Losses Bo He Jun Wang Jielin Qiu Trung Bui Abhinav Shrivastava Zhaowen Wang 24 66 0 13 Mar 2023
Learning to Summarize Videos by Contrasting Clips Ivan Sosnovik A. Moskalev Cees Kaandorp A. Smeulders 27 0 0 12 Jan 2023
Efficient Robustness Assessment via Adversarial Spatial-Temporal Focus on Videos Xingxing Wei Songping Wang Huanqian Yan AAML 26 15 0 03 Jan 2023
STEPs: Self-Supervised Key Step Extraction and Localization from Unlabeled Procedural Videos Anshul B. Shah Benjamin Lundell H. Sawhney Ramalingam Chellappa SSL 29 8 0 02 Jan 2023
Unsupervised Time-Aware Sampling Network with Deep Reinforcement Learning for EEG-Based Emotion Recognition Yongtao Zhang Yue Pan Yulin Zhang Linling Li Li Zhang G. Huang Zhen Liang Zhiguo Zhang 40 11 0 14 Dec 2022
A Transferable and Automatic Tuning of Deep Reinforcement Learning for Cost Effective Phishing Detection Orel Lavie A. Shabtai Gilad Katz AAML OffRL 32 1 0 19 Sep 2022
A Weakly Supervised Learning Framework for Salient Object Detection via Hybrid Labels Runmin Cong Qi Qin Chen Zhang Qiuping Jiang Shi Wang Yao-Min Zhao Sam Kwong 54 52 0 07 Sep 2022
Visual Subtitle Feature Enhanced Video Outline Generation Qi Lv Ziqiang Cao Wenrui Xie Derui Wang Jingwen Wang ... Yuan-Fang Li Min Cao Wenjie Li Sujian Li Guohong Fu VGen 31 0 0 24 Aug 2022
Multimodal Frame-Scoring Transformer for Video Summarization Jeiyoon Park Kiho Kwoun Chanhee Lee Heuiseok Lim ViT 35 6 0 05 Jul 2022
Enabling Harmonious Human-Machine Interaction with Visual-Context Augmented Dialogue System: A Review Hao Wang Bin Guo Y. Zeng Yasan Ding Chen Qiu Ying Zhang Li Yao Zhiwen Yu 45 2 0 02 Jul 2022
Reinforced Pedestrian Attribute Recognition with Group Optimization Reward Zhong Ji Zhenfei Hu Yaodong Wang Shengjia Li 24 5 0 21 May 2022
VRAG: Region Attention Graphs for Content-Based Video Retrieval K. Ng Ser-Nam Lim G. Lee 35 4 0 18 May 2022
A Multi-stage deep architecture for summary generation of soccer videos Melissa Sanabria F. Precioso Pierre-Alexandre Mattei Thomas Menguy 28 6 0 02 May 2022
OCSampler: Compressing Videos to One Clip with Single-step Sampling Jintao Lin Haodong Duan Kai-xiang Chen Dahua Lin Limin Wang 47 24 0 12 Jan 2022
Progressive Video Summarization via Multimodal Self-supervised Learning Haopeng Li Qiuhong Ke Mingming Gong Tom Drummond AI4TS 41 18 0 07 Jan 2022
Video Joint Modelling Based on Hierarchical Transformer for Co-summarization Haopeng Li Qiuhong Ke Mingming Gong Zhang Rui ViT 36 22 0 27 Dec 2021
HighlightMe: Detecting Highlights from Human-Centric Videos Uttaran Bhattacharya Gang Wu Stefano Petrangeli Viswanathan Swaminathan Tianyi Zhou 31 10 0 05 Oct 2021
Procedure Planning in Instructional Videos via Contextual Modeling and Model-based Policy Learning Jing Bi Jiebo Luo Chenliang Xu 76 48 0 05 Oct 2021
A Stacking Ensemble Approach for Supervised Video Summarization Yubo An Shenghui Zhao Guoqiang Zhang 19 0 0 26 Sep 2021
Hierarchical Multimodal Transformer to Summarize Videos Bin Zhao Maoguo Gong Xuelong Li ViT 32 55 0 22 Sep 2021
CLIP-It! Language-Guided Video Summarization Medhini Narasimhan Anna Rohrbach Trevor Darrell CLIP 31 113 0 01 Jul 2021
Video Summarization through Reinforcement Learning with a 3D Spatio-Temporal U-Net Tianrui Liu Qingjie Meng Jun-Jie Huang Athanasios Vlontzos Daniel Rueckert Bernhard Kainz OffRL AI4TS 26 70 0 19 Jun 2021
Reconstructive Sequence-Graph Network for Video Summarization Bin Zhao Haopeng Li Xiaoqiang Lu Xuelong Li 20 101 0 10 May 2021
GPT2MVS: Generative Pre-trained Transformer-2 for Multi-modal Video Summarization Jia-Hong Huang L. Murn M. Mrak M. Worring ViT 94 37 0 26 Apr 2021
Learning Discriminative Prototypes with Dynamic Time Warping Xiaobin Chang Frederick Tung Greg Mori AI4TS 32 31 0 17 Mar 2021
Audiovisual Highlight Detection in Videos Karel Mundnich Alexandra Fenster Aparna Khare Shiva Sundaram 27 6 0 11 Feb 2021
Video Summarization Using Deep Neural Networks: A Survey Evlampios Apostolidis E. Adamantidou Alexandros I. Metsai Vasileios Mezaris Ioannis Patras AI4TS 72 203 0 15 Jan 2021
Contextual Diversity for Active Learning Sharat Agarwal H. Arora Saket Anand Chetan Arora 26 162 0 13 Aug 2020
Realistic Video Summarization through VISIOCITY: A New Benchmark and Evaluation Framework Vishal Kaushal Suraj Kothawade Rishabh K. Iyer Ganesh Ramakrishnan 34 12 0 29 Jul 2020
MINI-Net: Multiple Instance Ranking Network for Video Highlight Detection Fa-Ting Hong Xuanteng Huang Weihong Li Weishi Zheng 24 61 0 20 Jul 2020
SumGraph: Video Summarization via Recursive Graph Modeling Jungin Park Jiyoung Lee Ig-Jae Kim Kwanghoon Sohn 29 53 0 17 Jul 2020
Ultrasound Video Summarization using Deep Reinforcement Learning Tianrui Liu Qingjie Meng Athanasios Vlontzos Jeremy Tan Daniel Rueckert Bernhard Kainz OffRL 30 22 0 19 May 2020
Eliciting User Preferences for Personalized Explanations for Video Summaries Oana Inel N. Tintarev Lora Aroyo 35 8 0 01 May 2020
Sparse Black-box Video Attack with Reinforcement Learning Xingxing Wei Huanqian Yan Bo Li AAML 31 49 0 11 Jan 2020
ILS-SUMM: Iterated Local Search for Unsupervised Video Summarization Yair Shemer Daniel Rotman N. Shimkin 28 15 0 08 Dec 2019
Comprehensive Video Understanding: Video summarization with content-based video recommender design Yudong Jiang Kaixu Cui B. Peng Changliang Xu BDL 20 28 0 30 Oct 2019
Meta Learning for Task-Driven Video Summarization Xuelong Li Hongli Li Yongsheng Dong 24 21 0 29 Jul 2019
Rethinking the Evaluation of Video Summaries Mayu Otani Yuta Nakashima Esa Rahtu J. Heikkilä 41 129 0 27 Mar 2019
A Mobile Robot Generating Video Summaries of Seniors' Indoor Activities Chih-Yuan Yang Heeseung Yun Srenavis Varadaraj Jane Yung-jen Hsu 28 0 0 30 Jan 2019
Comixify: Transform video into a comics Maciej Pesko Adam Svystun Pawel Andruszkiewicz Przemyslaw Rokita Tomasz Trzciñski 35 18 0 09 Dec 2018
Video Summarization by Learning from Unpaired Data Mrigank Rochan Yang Wang 26 120 0 30 May 2018
Dilated Temporal Relational Adversarial Network for Generic Video Summarization Yujia Zhang Michael C. Kampffmeyer Xiaodan Liang Dingwen Zhang Min Tan Eric Xing ViT 29 48 0 30 Apr 2018