SlowFast-LLaVA: A Strong Training-Free Baseline for Video Large Language Models

22 July 2024

Papers citing "SlowFast-LLaVA: A Strong Training-Free Baseline for Video Large Language Models"

43 / 43 papers shown

Title
StreamBridge: Turning Your Offline Video Large Language Model into a Proactive Streaming Assistant Haibo Wang Bo Feng Zhengfeng Lai Mingze Xu Shiyu Li Weifeng Ge Afshin Dehghan Meng Cao Ping-Chia Huang OffRL 51 0 0 08 May 2025
TEMPURA: Temporal Event Masked Prediction and Understanding for Reasoning in Action Jen-Hao Cheng Vivian Wang Huayu Wang Huapeng Zhou Yi-Hao Peng ... Wenhao Chai Yi-Ling Chen Vibhav Vineet Qin Cai Jenq-Neng Hwang AI4TS 151 0 0 02 May 2025
ActionArt: Advancing Multimodal Large Models for Fine-Grained Human-Centric Video Understanding Yi-Xing Peng Q. Yang Yu-Ming Tang Shenghao Fu Kun-Yu Lin Xihan Wei Wei-Shi Zheng 42 0 0 25 Apr 2025
MR. Video: "MapReduce" is the Principle for Long Video Understanding Ziqi Pang Yu-xiong Wang VLM 45 0 0 22 Apr 2025
VideoPASTA: 7K Preference Pairs That Matter for Video-LLM Alignment Yogesh Kulkarni Pooyan Fazli 38 0 0 18 Apr 2025
Self-alignment of Large Video Language Models with Refined Regularized Preference Optimization Pritam Sarkar Ali Etemad 29 0 0 16 Apr 2025
KeyVID: Keyframe-Aware Video Diffusion for Audio-Synchronized Visual Animation Xingrui Wang Jiang-Long Liu Zhilin Wang Xiaodong Yu Jialian Wu Xingchen Sun Yusheng Su Alan L. Yuille Zicheng Liu Emad Barsoum DiffM VGen 48 0 0 13 Apr 2025
SF2T: Self-supervised Fragment Finetuning of Video-LLMs for Fine-Grained Understanding Yangliu Hu Zikai Song Na Feng Yawei Luo Junqing Yu Yi-Ping Phoebe Chen Wei Yang 33 0 0 10 Apr 2025
REVEAL: Relation-based Video Representation Learning for Video-Question-Answering Sofian Chaybouti Walid Bousselham Moritz Wolter Hilde Kuehne 116 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 40 0 0 06 Apr 2025
Slow-Fast Architecture for Video Multi-Modal Large Language Models Min Shi Shihao Wang Chieh-Yun Chen Jitesh Jain Kai Wang Junjun Xiong Guilin Liu Zhiding Yu Humphrey Shi 40 1 0 02 Apr 2025
BOLT: Boost Large Vision-Language Model Without Training for Long-form Video Understanding Shuming Liu Chen Zhao Tianqi Xu Bernard Ghanem VLM 76 0 0 27 Mar 2025
From Trial to Triumph: Advancing Long Video Understanding via Visual Context Sample Scaling and Self-reward Alignment Yucheng Suo Fan Ma Linchao Zhu T. Wang Fengyun Rao Yi Yang LRM 77 0 0 26 Mar 2025
LLaVAction: evaluating and training multi-modal large language models for action recognition Shaokai Ye Haozhe Qi Alexander Mathis Mackenzie W. Mathis 68 1 0 24 Mar 2025
SlowFast-LLaVA-1.5: A Family of Token-Efficient Video Large Language Models for Long-Form Video Understanding Mingze Xu Mingfei Gao Shiyu Li Jiasen Lu Zhe Gan Zhengfeng Lai Meng Cao Kai Kang Yuqing Yang Afshin Dehghan 57 1 0 24 Mar 2025
CountLLM: Towards Generalizable Repetitive Action Counting via Large Language Model Ziyu Yao Xuxin Cheng Zhiqi Huang Lei Li 59 0 0 22 Mar 2025
Efficient Motion-Aware Video MLLM Zijia Zhao Yuqi Huo Tongtian Yue Longteng Guo Haoyu Lu Binghui Wang Xin Wu Jiaheng Liu 60 0 0 17 Mar 2025
MM-Spatial: Exploring 3D Spatial Understanding in Multimodal LLMs Erik Daxberger Nina Wenzel David Griffiths Haiming Gang Justin Lazarow ... Kai Kang Marcin Eichner Yuqing Yang Afshin Dehghan Peter Grasch 74 3 0 17 Mar 2025
ViSpeak: Visual Instruction Feedback in Streaming Videos Shenghao Fu Q. Yang Yuan-Ming Li Yi-Xing Peng Kun-Yu Lin Xihan Wei Jian-Fang Hu Xiaohua Xie Wei-Shi Zheng VLM 67 1 0 17 Mar 2025
LION-FS: Fast & Slow Video-Language Thinker as Online Video Assistant Wei Li Bing Hu Rui Shao Leyang Shen Liqiang Nie 41 2 0 05 Mar 2025
Magma: A Foundation Model for Multimodal AI Agents Jianwei Yang Reuben Tan Qianhui Wu Ruijie Zheng Baolin Peng ... Seonghyeon Ye Joel Jang Yuquan Deng Lars Liden Jianfeng Gao VLM AI4TS 122 9 0 18 Feb 2025
ENTER: Event Based Interpretable Reasoning for VideoQA Hammad A. Ayyubi Junzhang Liu Ali Asgarov Zaber Ibn Abdul Hakim Najibul Haque Sarker ... Md. Atabuzzaman Xudong Lin Naveen Reddy Dyava Shih-Fu Chang Chris Thomas NAI 147 2 0 24 Jan 2025
Omni-RGPT: Unifying Image and Video Region-level Understanding via Token Marks Miran Heo Min-Hung Chen De-An Huang Sifei Liu Subhashree Radhakrishnan Seon Joo Kim Yu-Chun Wang Ryo Hachiuma ObjD VLM 159 2 0 14 Jan 2025
Dynamic-VLM: Simple Dynamic Visual Token Compression for VideoLLM Haozhao Wang Yuxiang Nie Yongjie Ye Deng GuanYu Yanjie Wang Shuai Li Haiyang Yu Jinghui Lu Can Huang VLM MLLM 82 1 0 12 Dec 2024
A Stitch in Time Saves Nine: Small VLM is a Precise Guidance for Accelerating Large VLMs Wangbo Zhao Yizeng Han Jiasheng Tang ZeLin Li Yibing Song Kaidi Wang Zhangyang Wang Yang You 83 7 0 04 Dec 2024
VideoSAVi: Self-Aligned Video Language Models without Human Supervision Yogesh Kulkarni Pooyan Fazli VLM 103 2 0 01 Dec 2024
Beyond Training: Dynamic Token Merging for Zero-Shot Video Understanding Yiming Zhang Zhuokai Zhao Zhaorun Chen Zenghui Ding Xianjun Yang Yining Sun 207 1 0 21 Nov 2024
TS-LLaVA: Constructing Visual Tokens through Thumbnail-and-Sampling for Training-Free Video Large Language Models Tingyu Qu Mingxiao Li Tinne Tuytelaars Marie-Francine Moens VLM 42 1 0 17 Nov 2024
xGen-MM-Vid (BLIP-3-Video): You Only Need 32 Tokens to Represent a Video Even in VLMs Michael S Ryoo Honglu Zhou Shrikant B. Kendre Can Qin Le Xue Manli Shu Silvio Savarese Ran Xu Caiming Xiong Juan Carlos Niebles VGen 38 13 0 21 Oct 2024
Free Video-LLM: Prompt-guided Visual Perception for Efficient Training-free Video LLMs Kai Han Jianyuan Guo Yehui Tang W. He Enhua Wu Yunhe Wang MLLM VLM 21 3 0 14 Oct 2024
MM-Ego: Towards Building Egocentric Multimodal LLMs for Video QA Hanrong Ye Haotian Zhang Erik Daxberger Lin Chen Zongyu Lin ... Haoxuan You Dan Xu Zhe Gan Jiasen Lu Yinfei Yang EgoV MLLM 85 12 0 09 Oct 2024
Grounded-VideoLLM: Sharpening Fine-grained Temporal Grounding in Video Large Language Models Haibo Wang Zhiyang Xu Yu Cheng Shizhe Diao Yufan Zhou Yixin Cao Qifan Wang Weifeng Ge Lifu Huang 24 20 0 04 Oct 2024
AuroraCap: Efficient, Performant Video Detailed Captioning and a New Benchmark Wenhao Chai Enxin Song Y. Du Chenlin Meng Vashisht Madhavan Omer Bar-Tal Jeng-Neng Hwang Saining Xie Christopher D. Manning 3DV 84 25 0 04 Oct 2024
Video Instruction Tuning With Synthetic Data Yuanhan Zhang Jinming Wu Wei Li Bo Li Zejun Ma Ziwei Liu Chunyuan Li SyDa VGen 42 137 0 03 Oct 2024
MM1.5: Methods, Analysis & Insights from Multimodal LLM Fine-tuning Haotian Zhang Mingfei Gao Zhe Gan Philipp Dufter Nina Wenzel ... Haoxuan You Zirui Wang Afshin Dehghan Peter Grasch Yinfei Yang VLM MLLM 40 32 1 30 Sep 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 51 56 0 29 May 2024
Ferret-v2: An Improved Baseline for Referring and Grounding with Large Language Models Haotian Zhang Haoxuan You Philipp Dufter Bowen Zhang Chen Chen ... Tsu-jui Fu William Yang Wang Shih-Fu Chang Zhe Gan Yinfei Yang ObjD MLLM 104 44 0 11 Apr 2024
An Image Grid Can Be Worth a Video: Zero-shot Video Question Answering Using a VLM Wonkyun Kim Changin Choi Wonseok Lee Wonjong Rhee VLM 47 51 0 27 Mar 2024
VideoAgent: Long-form Video Understanding with Large Language Model as Agent Xiaohan Wang Yuhui Zhang Orr Zohar Serena Yeung-Levy VLM 113 83 0 15 Mar 2024
Video Understanding with Large Language Models: A Survey Yunlong Tang Jing Bi Siting Xu Luchuan Song Susan Liang ... Feng Zheng Jianguo Zhang Ping Luo Jiebo Luo Chenliang Xu VLM 54 83 0 29 Dec 2023
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 105 80 0 28 Dec 2023
Video-LLaVA: Learning United Visual Representation by Alignment Before Projection Bin Lin Yang Ye Bin Zhu Jiaxi Cui Munan Ning Peng Jin Li-ming Yuan VLM MLLM 194 591 0 16 Nov 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 270 4,244 0 30 Jan 2023