A Simple Recipe for Contrastively Pre-training Video-First Encoders Beyond 16 Frames

31 December 2024

Papers citing "A Simple Recipe for Contrastively Pre-training Video-First Encoders Beyond 16 Frames"

25 / 25 papers shown

Title
RAVU: Retrieval Augmented Video Understanding with Compositional Reasoning over Graph Sameer Malik Moyuru Yamada Ayush Singh Dishank Aggarwal 47 0 0 06 May 2025
REEF: Relevance-Aware and Efficient LLM Adapter for Video Understanding Sakib Reza Xiyun Song Heather Yu Zongfang Lin Mohsen Moghaddam Octavia Camps 18 0 0 07 Apr 2025
VideoAgent2: Enhancing the LLM-Based Agent System for Long-Form Video Understanding by Uncertainty-Aware CoT Zhuo Zhi Qiangqiang Wu Minghe shen W. J. Li Yinchuan Li Kun Shao Kaiwen Zhou LLMAG 28 0 0 06 Apr 2025
Chapter-Llama: Efficient Chaptering in Hour-Long Videos with LLMs Lucas Ventura Antoine Yang Cordelia Schmid Gül Varol 21 0 0 31 Mar 2025
Perception Test 2024: Challenge Summary and a Novel Hour-Long VideoQA Benchmark Joseph Heyward João Carreira Dima Damen Andrew Zisserman Viorica Patraucean 59 2 0 29 Nov 2024
Extending Video Masked Autoencoders to 128 frames N. B. Gundavarapu Luke Friedman Raghav Goyal Chaitra Hegde Eirikur Agustsson ... Mikhail Sirotenko Ming Yang Tobias Weyand Boqing Gong Leonid Sigal 67 1 0 20 Nov 2024
HCQA @ Ego4D EgoSchema Challenge 2024 Haoyu Zhang Yuquan Xie Yisen Feng Zaijing Li Meng Liu Liqiang Nie 19 2 0 22 Jun 2024
DrVideo: Document Retrieval Based Long Video Understanding Ziyu Ma Chenhui Gou Hengcan Shi Bin Sun Shutao Li Hamid Rezatofighi Jianfei Cai VLM 26 1 0 18 Jun 2024
Too Many Frames, Not All Useful: Efficient Strategies for Long-Form Video QA Jongwoo Park Kanchana Ranasinghe Kumara Kahatapitiya Wonjeong Ryoo Donghyun Kim Michael S. Ryoo 44 20 0 13 Jun 2024
VideoTree: Adaptive Tree-based Video Representation for LLM Reasoning on Long Videos Ziyang Wang Shoubin Yu Elias Stengel-Eskin Jaehong Yoon Feng Cheng Gedas Bertasius Mohit Bansal 40 56 0 29 May 2024
Streaming Long Video Understanding with Large Language Models Rui Qian Xiao-wen Dong Pan Zhang Yuhang Zang Shuangrui Ding Dahua Lin Jiaqi Wang VLM 21 40 0 25 May 2024
MoReVQA: Exploring Modular Reasoning Models for Video Question Answering Juhong Min Shyamal Buch Arsha Nagrani Minsu Cho Cordelia Schmid LRM 26 20 0 09 Apr 2024
VideoAgent: Long-form Video Understanding with Large Language Model as Agent Xiaohan Wang Yuhui Zhang Orr Zohar Serena Yeung-Levy VLM 88 51 0 15 Mar 2024
Memory Consolidation Enables Long-Context Video Understanding Ivana Balavzević Yuge Shi Pinelopi Papalampidi Rahma Chaabouni Skanda Koppula Olivier J. Hénaff 84 22 0 08 Feb 2024
A Simple LLM Framework for Long-Range Video Question-Answering Ce Zhang Taixi Lu Md. Mohaiminul Islam Ziyang Wang Shoubin Yu Mohit Bansal Gedas Bertasius 95 80 0 28 Dec 2023
Perception Test: A Diagnostic Benchmark for Multimodal Video Models Viorica Puatruaucean Lucas Smaira Ankush Gupta Adrià Recasens Continente L. Markeeva ... Y. Aytar Simon Osindero Dima Damen Andrew Zisserman João Carreira VLM 102 138 0 23 May 2023
mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality Qinghao Ye Haiyang Xu Guohai Xu Jiabo Ye Ming Yan ... Junfeng Tian Qiang Qi Ji Zhang Feiyan Huang Jingren Zhou VLM MLLM 198 883 0 27 Apr 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 244 4,186 0 30 Jan 2023
Rethinking Resolution in the Context of Efficient Video Recognition Chuofan Ma Qiushan Guo Yi-Xin Jiang Zehuan Yuan Ping Luo Xiaojuan Qi 52 12 0 26 Sep 2022
Language Models with Image Descriptors are Strong Few-Shot Video-Language Learners Zhenhailong Wang Manling Li Ruochen Xu Luowei Zhou Jie Lei ... Chenguang Zhu Derek Hoiem Shih-Fu Chang Mohit Bansal Heng Ji MLLM VLM 153 134 0 22 May 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 255 7,337 0 11 Nov 2021
VideoCLIP: Contrastive Pre-training for Zero-shot Video-Text Understanding Hu Xu Gargi Ghosh Po-Yao (Bernie) Huang Dmytro Okhonko Armen Aghajanyan Florian Metze Luke Zettlemoyer Florian Metze Luke Zettlemoyer Christoph Feichtenhofer CLIP VLM 239 554 0 28 Sep 2021
CLIP4Clip: An Empirical Study of CLIP for End to End Video Clip Retrieval Huaishao Luo Lei Ji Ming Zhong Yang Chen Wen Lei Nan Duan Tianrui Li CLIP VLM 298 771 0 18 Apr 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 293 2,875 0 11 Feb 2021
Is Space-Time Attention All You Need for Video Understanding? Gedas Bertasius Heng Wang Lorenzo Torresani ViT 272 1,939 0 09 Feb 2021