Scaling Up Video Summarization Pretraining with Large Language Models

Scaling Up Video Summarization Pretraining with Large Language Models

4 April 2024

Dawit Mureja Argaw

Fabian Caba Heilbron

Hanieh Deilamsalehy

Franck Dernoncourt

Papers citing "Scaling Up Video Summarization Pretraining with Large Language Models"

15 / 15 papers shown

Title
REGen: Multimodal Retrieval-Embedded Generation for Long-to-Short Video Editing Weihan Xu Yimeng Ma Jingyue Huang Yang Li Wenye Ma Taylor Berg-Kirkpatrick Julian McAuley Paul Pu Liang Hao-Wen Dong DiffM VGen 97 0 0 24 May 2025
SD-VSum: A Method and Dataset for Script-Driven Video Summarization Manolis Mylonas Evlampios Apostolidis Vasileios Mezaris 55 0 0 06 May 2025
Can ChatGPT replace StackOverflow? A Study on Robustness and Reliability of Large Language Model Code Generation Li Zhong Zilong Wang ELM SILM 52 65 0 20 Aug 2023
Element-aware Summarization with Large Language Models: Expert-aligned Evaluation and Chain-of-Thought Method Yiming Wang Zhuosheng Zhang Rui Wang 76 82 0 22 May 2023
WhisperX: Time-Accurate Speech Transcription of Long-Form Audio Max Bain Jaesung Huh Tengda Han Andrew Zisserman 71 228 0 01 Mar 2023
TL;DW? Summarizing Instructional Videos with Task Relevance & Cross-Modal Saliency Medhini Narasimhan Arsha Nagrani Chen Sun Michael Rubinstein Trevor Darrell Anna Rohrbach Cordelia Schmid 29 35 0 14 Aug 2022
CLIP-It! Language-Guided Video Summarization Medhini Narasimhan Anna Rohrbach Trevor Darrell CLIP 55 116 0 01 Jul 2021
Training data-efficient image transformers & distillation through attention Hugo Touvron Matthieu Cord Matthijs Douze Francisco Massa Alexandre Sablayrolles Hervé Jégou ViT 303 6,657 0 23 Dec 2020
PEGASUS: Pre-training with Extracted Gap-sentences for Abstractive Summarization Jingqing Zhang Yao-Min Zhao Mohammad Saleh Peter J. Liu RALM 3DGS 197 2,029 0 18 Dec 2019
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 646 11,979 0 27 Aug 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 408 24,160 0 26 Jul 2019
HowTo100M: Learning a Text-Video Embedding by Watching Hundred Million Narrated Video Clips Antoine Miech Dimitri Zhukov Jean-Baptiste Alayrac Makarand Tapaswi Ivan Laptev Josef Sivic VGen 91 1,192 0 07 Jun 2019
Rethinking the Evaluation of Video Summaries Mayu Otani Yuta Nakashima Esa Rahtu J. Heikkilä 53 130 0 27 Mar 2019
Discriminative Feature Learning for Unsupervised Video Summarization Yunjae Jung Donghyeon Cho Dahun Kim Sanghyun Woo In So Kweon 31 130 0 24 Nov 2018
Video Summarization with Long Short-term Memory Ke Zhang Wei-Lun Chao Fei Sha Kristen Grauman 63 684 0 26 May 2016

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