v1v2 (latest)

LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models

10 July 2024

Feng Li

Renrui Zhang

Hao Zhang

Yuanhan Zhang

Bo Li

Wei Li

Zejun Ma

Chunyuan Li

MLLM

VLM

ArXiv (abs)PDF HTML Github (3871★)

Papers citing "LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models"

32 / 82 papers shown

Title
Qwen Technical Report Jinze Bai Shuai Bai Yunfei Chu Zeyu Cui Kai Dang ... Zhenru Zhang Chang Zhou Jingren Zhou Xiaohuan Zhou Tianhang Zhu OSLM 264 1,895 0 28 Sep 2023
Q-Bench: A Benchmark for General-Purpose Foundation Models on Low-level Vision Haoning Wu Zicheng Zhang Erli Zhang Chaofeng Chen Liang Liao ... Chunyi Li Wenxiu Sun Qiong Yan Guangtao Zhai Weisi Lin VLM 96 155 0 25 Sep 2023
ImageBind-LLM: Multi-modality Instruction Tuning Jiaming Han Renrui Zhang Wenqi Shao Peng Gao Peng Xu ... Yafei Wen Xiaoxin Chen Xiangyu Yue Hongsheng Li Yu Qiao MLLM 84 124 0 07 Sep 2023
Point-Bind & Point-LLM: Aligning Point Cloud with Multi-modality for 3D Understanding, Generation, and Instruction Following Ziyu Guo Renrui Zhang Xiangyang Zhu Yiwen Tang Xianzheng Ma ... Ke Chen Peng Gao Xianzhi Li Hongsheng Li Pheng-Ann Heng MLLM 82 145 0 01 Sep 2023
PointLLM: Empowering Large Language Models to Understand Point Clouds Runsen Xu Xiaolong Wang Tai Wang Yilun Chen Jiangmiao Pang Dahua Lin MLLM 103 184 0 31 Aug 2023
Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond Jinze Bai Shuai Bai Shusheng Yang Shijie Wang Sinan Tan Peng Wang Junyang Lin Chang Zhou Jingren Zhou MLLM VLM ObjD 137 932 0 24 Aug 2023
Fine-tuning Multimodal LLMs to Follow Zero-shot Demonstrative Instructions Juncheng Li Kaihang Pan Zhiqi Ge Minghe Gao Wei Ji Wenqiao Zhang Tat-Seng Chua Siliang Tang Hanwang Zhang Yueting Zhuang MLLM 82 73 0 08 Aug 2023
OpenFlamingo: An Open-Source Framework for Training Large Autoregressive Vision-Language Models Anas Awadalla Irena Gao Josh Gardner Jack Hessel Yusuf Hanafy ... Simon Kornblith Pang Wei Koh Gabriel Ilharco Mitchell Wortsman Ludwig Schmidt MLLM 118 431 0 02 Aug 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 378 12,044 0 18 Jul 2023
OBELICS: An Open Web-Scale Filtered Dataset of Interleaved Image-Text Documents Hugo Laurenccon Lucile Saulnier Léo Tronchon Stas Bekman Amanpreet Singh ... Siddharth Karamcheti Alexander M. Rush Douwe Kiela Matthieu Cord Victor Sanh 132 246 0 21 Jun 2023
Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models Muhammad Maaz H. Rasheed Salman Khan Fahad Shahbaz Khan MLLM 126 658 0 08 Jun 2023
MIMIC-IT: Multi-Modal In-Context Instruction Tuning Yue Liu Yuanhan Zhang Liangyu Chen Jinghao Wang Fanyi Pu Jingkang Yang Cuiping Li Ziwei Liu MLLM VLM 90 240 0 08 Jun 2023
VideoLLM: Modeling Video Sequence with Large Language Models Guo Chen Yin-Dong Zheng Jiahao Wang Jilan Xu Yifei Huang ... Yi Wang Yali Wang Yu Qiao Tong Lu Limin Wang MLLM 137 84 0 22 May 2023
VideoChat: Chat-Centric Video Understanding Kunchang Li Yinan He Yi Wang Yizhuo Li Wen Wang Ping Luo Yali Wang Limin Wang Yu Qiao MLLM 98 585 0 10 May 2023
Visual Instruction Tuning Haotian Liu Chunyuan Li Qingyang Wu Yong Jae Lee SyDa VLM MLLM 569 4,910 0 17 Apr 2023
DINOv2: Learning Robust Visual Features without Supervision Maxime Oquab Timothée Darcet Théo Moutakanni Huy Q. Vo Marc Szafraniec ... Hervé Jégou Julien Mairal Patrick Labatut Armand Joulin Piotr Bojanowski VLM CLIP SSL 372 3,489 0 14 Apr 2023
Multimodal C4: An Open, Billion-scale Corpus of Images Interleaved with Text Wanrong Zhu Jack Hessel Anas Awadalla S. Gadre Jesse Dodge Alex Fang Youngjae Yu Ludwig Schmidt William Yang Wang Yejin Choi VLM 96 177 0 14 Apr 2023
Sigmoid Loss for Language Image Pre-Training Xiaohua Zhai Basil Mustafa Alexander Kolesnikov Lucas Beyer CLIP VLM 245 1,200 0 27 Mar 2023
Language Is Not All You Need: Aligning Perception with Language Models Shaohan Huang Li Dong Wenhui Wang Y. Hao Saksham Singhal ... Johan Bjorck Vishrav Chaudhary Subhojit Som Xia Song Furu Wei VLM LRM MLLM 106 565 0 27 Feb 2023
LLaMA: Open and Efficient Foundation Language Models Hugo Touvron Thibaut Lavril Gautier Izacard Xavier Martinet Marie-Anne Lachaux ... Faisal Azhar Aurelien Rodriguez Armand Joulin Edouard Grave Guillaume Lample ALM PILM 1.5K 13,437 0 27 Feb 2023
Flamingo: a Visual Language Model for Few-Shot Learning Jean-Baptiste Alayrac Jeff Donahue Pauline Luc Antoine Miech Iain Barr ... Mikolaj Binkowski Ricardo Barreira Oriol Vinyals Andrew Zisserman Karen Simonyan MLLM VLM 418 3,602 0 29 Apr 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong Guosheng Lin MLLM BDL VLM CLIP 555 4,409 0 28 Jan 2022
ScanQA: 3D Question Answering for Spatial Scene Understanding Daich Azuma Taiki Miyanishi Shuhei Kurita M. Kawanabe 69 206 0 20 Dec 2021
LAION-400M: Open Dataset of CLIP-Filtered 400 Million Image-Text Pairs Christoph Schuhmann Richard Vencu Romain Beaumont R. Kaczmarczyk Clayton Mullis Aarush Katta Theo Coombes J. Jitsev Aran Komatsuzaki VLM MLLM CLIP 243 1,442 0 03 Nov 2021
NExT-QA:Next Phase of Question-Answering to Explaining Temporal Actions Junbin Xiao Xindi Shang Angela Yao Tat-Seng Chua 97 506 0 18 May 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 967 29,810 0 26 Feb 2021
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 670 41,430 0 22 Oct 2020
Visual Question Answering on Image Sets Ankan Bansal Yuting Zhang Rama Chellappa CoGe 136 42 0 27 Aug 2020
ALFRED: A Benchmark for Interpreting Grounded Instructions for Everyday Tasks Mohit Shridhar Jesse Thomason Daniel Gordon Yonatan Bisk Winson Han Roozbeh Mottaghi Luke Zettlemoyer Dieter Fox LM&Ro 117 779 0 03 Dec 2019
ActivityNet-QA: A Dataset for Understanding Complex Web Videos via Question Answering Zhou Yu D. Xu Jun-chen Yu Ting Yu Zhou Zhao Yueting Zhuang Dacheng Tao 115 474 0 06 Jun 2019
A Corpus for Reasoning About Natural Language Grounded in Photographs Alane Suhr Stephanie Zhou Ally Zhang Iris Zhang Huajun Bai Yoav Artzi LRM 106 608 0 01 Nov 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,175 0 11 Oct 2018