视频大模型

Hierarchical Memory for Long Video QA

Yiqin Wang, Haoji Zhang, Yansong Tang, Yong Liu, Jiashi Feng, Jifeng Dai, Xiaojie Jin

专题命中 长视频与时序推理 ：long video(title,abstract)；分类 cs.CV

Comments Accepted to CVPR 2024 Workshop

ReVisionLLM: Recursive Vision-Language Model for Temporal Grounding in Hour-Long Videos

Tanveer Hannan, Md Mohaiminul Islam, Jindong Gu, Thomas Seidl, Gedas Bertasius

专题命中 长视频与时序推理 ：long video(title,abstract)；分类 cs.CV

VideoAgent: A Memory-augmented Multimodal Agent for Video Understanding

Yue Fan, Xiaojian Ma, Rujie Wu, Yuntao Du, Jiaqi Li, Zhi Gao, Qing Li

专题命中 长视频与时序推理 ：video understanding(title,abstract)；分类 cs.CV

Comments ECCV-24; Project page: videoagent.github.io; First two authors contributed equally

RGNet: A Unified Clip Retrieval and Grounding Network for Long Videos

Tanveer Hannan, Md Mohaiminul Islam, Thomas Seidl, Gedas Bertasius

专题命中 长视频与时序推理 ：long video(title,abstract)；分类 cs.CV

Comments The code is released at https://github.com/Tanveer81/RGNet

Weakly-supervised Autism Severity Assessment in Long Videos

Abid Ali, Mahmoud Ali, Jean-Marc Odobez, Camilla Barbini, Séverine Dubuisson, Francois Bremond, Susanne Thümmler

专题命中 长视频与时序推理 ：long video(title,abstract)；分类 cs.CV

Journal ref https://cbmi2024.org/

LOVECon: Text-driven Training-Free Long Video Editing with ControlNet

Zhenyi Liao, Zhijie Deng

专题命中 长视频与时序推理 ：long video(title,abstract)；分类 cs.CV

Comments AI for Content Creation Workshop @ CVPR 2024

LVCHAT: Facilitating Long Video Comprehension

Yu Wang, Zeyuan Zhang, Julian McAuley, Zexue He

专题命中 长视频与时序推理 ：long video(title,abstract)；分类 cs.CV

Comments 17 pages; 8 figures

Scanning Only Once: An End-to-end Framework for Fast Temporal Grounding in Long Videos

Yulin Pan, Xiangteng He, Biao Gong, Yiliang Lv, Yujun Shen, Yuxin Peng, Deli Zhao

专题命中 长视频与时序推理 ：long video(title,abstract)；分类 cs.CV

Comments 11 pages, 8 figures

Journal ref 2023 IEEE/CVF International Conference on Computer Vision (ICCV)

Memory-Efficient Continual Learning Object Segmentation for Long Video

Amir Nazemi, Mohammad Javad Shafiee, Zahra Gharaee, Paul Fieguth

专题命中 长视频与时序推理 ：long video(title,abstract)；分类 cs.CV

Grounding-Prompter: Prompting LLM with Multimodal Information for Temporal Sentence Grounding in Long Videos

Houlun Chen, Xin Wang, Hong Chen, Zihan Song, Jia Jia, Wenwu Zhu

专题命中 长视频与时序推理 ：long video(title,abstract)；分类 cs.CV

Localizing Moments in Long Video Via Multimodal Guidance

Wayner Barrios, Mattia Soldan, Alberto Mario Ceballos-Arroyo, Fabian Caba Heilbron, Bernard Ghanem

专题命中 长视频与时序推理 ：long video(title,abstract)；分类 cs.CV

Journal ref Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) 2023

CONE: An Efficient COarse-to-fiNE Alignment Framework for Long Video Temporal Grounding

Zhijian Hou, Wanjun Zhong, Lei Ji, Difei Gao, Kun Yan, Wing-Kwong Chan, Chong-Wah Ngo, Zheng Shou, Nan Duan

专题命中 长视频与时序推理 ：long video(title,abstract)；分类 cs.CV

Comments ACL 2023 Camera Ready. 14 pages, 7 figures, 4 tables

CLVOS23: A Long Video Object Segmentation Dataset for Continual Learning

Amir Nazemi, Zeyad Moustafa, Paul Fieguth

专题命中 长视频与时序推理 ：long video(title,abstract)；分类 cs.CV

Revitalize Region Feature for Democratizing Video-Language Pre-training of Retrieval

Guanyu Cai, Yixiao Ge, Binjie Zhang, Alex Jinpeng Wang, Rui Yan, Xudong Lin, Ying Shan, Lianghua He, Xiaohu Qie, Jianping Wu, Mike Zheng Shou

专题命中 长视频与时序推理 ：video-language(title,abstract)；分类 cs.CV

SDFE-LV: A Large-Scale, Multi-Source, and Unconstrained Database for Spotting Dynamic Facial Expressions in Long Videos

Xiaolin Xu, Yuan Zong, Wenming Zheng, Yang Li, Chuangao Tang, Xingxun Jiang, Haolin Jiang

专题命中 长视频与时序推理 ：long video(title,abstract)；分类 cs.CV

GUSOT: Green and Unsupervised Single Object Tracking for Long Video Sequences

Zhiruo Zhou, Hongyu Fu, Suya You, C. -C. Jay Kuo

专题命中 长视频与时序推理 ：long video(title,abstract)；分类 cs.CV

Generating Long Videos of Dynamic Scenes

Tim Brooks, Janne Hellsten, Miika Aittala, Ting-Chun Wang, Timo Aila, Jaakko Lehtinen, Ming-Yu Liu, Alexei A. Efros, Tero Karras

专题命中 长视频与时序推理 ：long video(title)；video generation(abstract)；分类 cs.CV

3D-CNN for Facial Micro- and Macro-expression Spotting on Long Video Sequences using Temporal Oriented Reference Frame

Chuin Hong Yap, Moi Hoon Yap, Adrian K. Davison, Connah Kendrick, Jingting Li, Sujing Wang, Ryan Cunningham

专题命中 长视频与时序推理 ：long video(title,abstract)；分类 cs.CV

A CLIP-Hitchhiker's Guide to Long Video Retrieval

Max Bain, Arsha Nagrani, Gül Varol, Andrew Zisserman

专题命中 长视频与时序推理 ：long video(title,abstract)；分类 cs.CV

Transfer Learning of Deep Spatiotemporal Networks to Model Arbitrarily Long Videos of Seizures

Fernando Pérez-García, Catherine Scott, Rachel Sparks, Beate Diehl, Sébastien Ourselin

专题命中 长视频与时序推理 ：long video(title,abstract)；分类 cs.CV

Comments Accepted at the 24th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2021)

Journal ref Medical Image Computing and Computer Assisted Intervention - MICCAI 2021. Lecture Notes in Computer Science. Springer, Cham

PGT: A Progressive Method for Training Models on Long Videos

Bo Pang, Gao Peng, Yizhuo Li, Cewu Lu

专题命中 长视频与时序推理 ：long video(title,abstract)；分类 cs.CV

Comments CVPR21, Oral

Journal ref CVPR2021 oral

SAMM Long Videos: A Spontaneous Facial Micro- and Macro-Expressions Dataset

Chuin Hong Yap, Connah Kendrick, Moi Hoon Yap

专题命中 长视频与时序推理 ：long video(title,abstract)；分类 cs.CV

TruNet: Short Videos Generation from Long Videos via Story-Preserving Truncation

Fan Yang, Xiao Liu, Dongliang He, Chuang Gan, Jian Wang, Chao Li, Fu Li, Shilei Wen

专题命中 长视频与时序推理 ：long video(title,abstract)；分类 cs.CV

Comments ICCV intelligent short video workshop

The Pros and Cons: Rank-aware Temporal Attention for Skill Determination in Long Videos

Hazel Doughty, Walterio Mayol-Cuevas, Dima Damen

专题命中 长视频与时序推理 ：long video(title,abstract)；分类 cs.CV

Comments CVPR 2019

Venus: An Efficient Edge Memory-and-Retrieval System for VLM-based Online Video Understanding

Venus: 一种高效的边缘内存与检索系统用于基于VLM的在线视频理解

Shengyuan Ye, Bei Ouyang, Tianyi Qian, Liekang Zeng, Mu Yuan, Xiaowen Chu, Weijie Hong, Xu Chen

机构 * School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China（计算机科学与工程学院，中山大学，广州，中国） ； Department of Information Engineering, The Chinese University of Hong Kong, Hong Kong SAR, China（信息工程系，香港中文大学，香港特别行政区，中国） ； Shenzhen Smart City Communications Co., Ltd., China（深圳智慧城市通信有限公司，中国） 纠错

专题命中 长视频与时序推理 ：video understanding(title,abstract)

AI总结 Venus提出了一种高效的边缘内存与检索系统，通过边缘-云解耦架构实现快速的在线视频理解，显著降低系统开销并提升响应速度。

Comments Accepted by IEEE International Conference on Computer Communications 2026

TimeThink: Reasoning with Time for Video LLMs

TimeThink：用于视频语言模型的时间推理

Handong Li, Longteng Guo, Zikang Liu, Dongze Hao, Yepeng Tang, Zijia Zhao, Jie Jiang, Zhiwei Jin, Chen Chen, Haonan Lu, Jing Liu

机构 * School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） ； Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； OPPO AI Center, OPPO Inc.（OPPO公司OPPO人工智能中心） 纠错

专题命中 长视频与时序推理 ：video understanding(abstract)；video reasoning(abstract)；long video(abstract)；分类 cs.CV

AI总结 研究视频推理中模型发现时间证据的问题，提出TimeThink框架，将时间线索步骤作为优化原语，引入奖励和优化目标，构建数据集，实验表明该框架提升了时间定位和推理性能。

Comments 14 pages

DynaTok: Temporally Adaptive and Positional Bias-Aware Token Compression for Video-LLMs

DynaTok: 时序自适应和位置偏见感知的视频大语言模型token压缩

Minyoung Park, Taehun Kong, Sangjun Ahn

机构 * LG Electronics, Seoul, South Korea（LG电子，首尔，韩国） 纠错

专题命中 长视频与时序推理 ：video understanding(abstract)；video reasoning(abstract)；long video(abstract)；分类 cs.CV

AI总结 本文提出DynaTok，一种无需训练的时序自适应和位置偏见感知的token压缩框架，通过在时序和空间维度上分配token预算，有效减少冗余的时空覆盖，提升视频大语言模型的效率和鲁棒性。

Efficient Video Sampling: Pruning Temporally Redundant Tokens for Faster VLM Inference

Natan Bagrov, Eugene Khvedchenia, Borys Tymchenko, Shay Aharon, Lior Kadoch, Tomer Keren, Ofri Masad, Yonatan Geifman, Ran Zilberstein, Tuomas Rintamaki, Matthieu Le, Andrew Tao

机构 * NVIDIA 纠错

专题命中 长视频与时序推理 ：video reasoning(abstract)；video-language(abstract)；long video(abstract)；分类 cs.CV

LongAnimation: Long Animation Generation with Dynamic Global-Local Memory

Nan Chen, Mengqi Huang, Yihao Meng, Zhendong Mao

机构 * University of Science and Technology of China（中国科学技术大学） ； Hong Kong University of Science and Technology（香港科技大学） 纠错

专题命中 长视频与时序推理 ：video generation(abstract)；video understanding(abstract)；long video(abstract)；分类 cs.CV

Long-Context Autoregressive Video Modeling with Next-Frame Prediction

Yuchao Gu, Weijia Mao, Mike Zheng Shou

机构 * Showlab, National University of Singapore（新加坡国立大学Showlab） 纠错

专题命中 长视频与时序推理 ：video generation(abstract)；video diffusion(abstract)；long video(abstract)；分类 cs.CV

Comments Project page at https://farlongctx.github.io/