Title
RTV-Bench: Benchmarking MLLM Continuous Perception, Understanding and Reasoning through Real-Time Video Shuhang Xun Sicheng Tao Jiajun Li Yibo Shi Zhixin Lin ... Shikang Wang Yang Liu Hao Zhang Ying Ma Xuming Hu VLM LRM 81 1 0 04 May 2025
Large Language Models as Attribution Regularizers for Efficient Model Training Davor Vukadin Marin Šilić Goran Delač 184 0 0 27 Feb 2025
OneLLM: One Framework to Align All Modalities with Language Jiaming Han Kaixiong Gong Yiyuan Zhang Jiaqi Wang Kaipeng Zhang Dahua Lin Yu Qiao Peng Gao Xiangyu Yue MLLM 231 132 0 10 Jan 2025
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 ... Kanchana Ranasinghe Caiming Xiong Ran Xu Caiming Xiong Juan Carlos Niebles VGen 88 15 0 21 Oct 2024
F5-TTS: A Fairytaler that Fakes Fluent and Faithful Speech with Flow Matching Yushen Chen Zhikang Niu Ziyang Ma Keqi Deng Chunhui Wang Jian Zhao Kai Yu Xie Chen 121 90 0 09 Oct 2024
Aria: An Open Multimodal Native Mixture-of-Experts Model Dongxu Li Yudong Liu Haoning Wu Yue Wang Zhiqi Shen ... Lihuan Zhang Hanshu Yan Guoyin Wang Bei Chen Junnan Li MoE 112 65 0 08 Oct 2024
EMOVA: Empowering Language Models to See, Hear and Speak with Vivid Emotions Kai Chen Yunhao Gou Runhui Huang Zhili Liu Daxin Tan ... Qun Liu Jun Yao Lu Hou Hang Xu Hang Xu AuLLM MLLM VLM 151 29 0 26 Sep 2024
VITA: Towards Open-Source Interactive Omni Multimodal LLM Chaoyou Fu Haojia Lin Zuwei Long Yunhang Shen Meng Zhao ... Rongrong Ji Xing Sun Ran He Caifeng Shan Xing Sun MLLM 99 95 0 09 Aug 2024
InternLM-XComposer-2.5: A Versatile Large Vision Language Model Supporting Long-Contextual Input and Output Pan Zhang Xiaoyi Dong Yuhang Zang Yuhang Cao Rui Qian ... Kai Chen Jifeng Dai Yu Qiao Dahua Lin Jiaqi Wang 108 117 0 03 Jul 2024
Flash-VStream: Memory-Based Real-Time Understanding for Long Video Streams Haoji Zhang Yiqin Wang Yansong Tang Yong-Jin Liu Jiashi Feng Jifeng Dai Xiaojie Jin 84 45 0 12 Jun 2024
Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis Chaoyou Fu Yuhan Dai Yondong Luo Lei Li Shuhuai Ren ... Xiawu Zheng Enhong Chen Caifeng Shan Xing Sun Xing Sun VLM MLLM 154 418 0 31 May 2024
MovieChat+: Question-aware Sparse Memory for Long Video Question Answering Enxin Song Wenhao Chai Tianbo Ye Lei Li Xi Li Gaoang Wang VLM MLLM 98 34 0 26 Apr 2024
How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites Zhe Chen Weiyun Wang Hao Tian Shenglong Ye Zhangwei Gao ... Tong Lu Dahua Lin Yu Qiao Jifeng Dai Wenhai Wang MLLM VLM 115 642 0 25 Apr 2024
From Image to Video, what do we need in multimodal LLMs? Suyuan Huang Haoxin Zhang Yan Gao Honggu Chen Yan Gao Yao Hu Zhan Qin VLM 99 8 0 18 Apr 2024
InternLM-XComposer2-4KHD: A Pioneering Large Vision-Language Model Handling Resolutions from 336 Pixels to 4K HD Xiao-wen Dong Pan Zhang Yuhang Zang Yuhang Cao Bin Wang ... Xingcheng Zhang Jifeng Dai Yuxin Qiao Dahua Lin Jiaqi Wang VLM MLLM 93 127 0 09 Apr 2024
Long-CLIP: Unlocking the Long-Text Capability of CLIP Beichen Zhang Pan Zhang Xiao-wen Dong Yuhang Zang Jiaqi Wang CLIP VLM 86 138 0 22 Mar 2024
VideoAgent: A Memory-augmented Multimodal Agent for Video Understanding Yue Fan Xiaojian Ma Rujie Wu Yuntao Du Jiaqi Li Zhi Gao Qing Li VLM LLMAG 105 69 0 18 Mar 2024
DreamFrame: Enhancing Video Understanding via Automatically Generated QA and Style-Consistent Keyframes Zhende Song Chenchen Wang Jiamu Sheng C. Zhang Gang Yu Jiayuan Fan Tao Chen VGen 78 20 0 03 Mar 2024
TempCompass: Do Video LLMs Really Understand Videos? Yuanxin Liu Shicheng Li Yi Liu Yuxiang Wang Shuhuai Ren Lei Li Sishuo Chen Xu Sun Lu Hou VLM 114 139 0 01 Mar 2024
InternLM-XComposer2: Mastering Free-form Text-Image Composition and Comprehension in Vision-Language Large Model Xiao-wen Dong Pan Zhang Yuhang Zang Yuhang Cao Bin Wang ... Conghui He Xingcheng Zhang Yu Qiao Dahua Lin Jiaqi Wang VLM MLLM 148 267 0 29 Jan 2024
Mixtral of Experts Albert Q. Jiang Alexandre Sablayrolles Antoine Roux A. Mensch Blanche Savary ... Théophile Gervet Thibaut Lavril Thomas Wang Timothée Lacroix William El Sayed MoE LLMAG 155 1,117 0 08 Jan 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 158 92 0 28 Dec 2023
A Challenger to GPT-4V? Early Explorations of Gemini in Visual Expertise Chaoyou Fu Renrui Zhang Zihan Wang Yubo Huang Zhengye Zhang ... Di Yin Peng Gao Ke Li Hongsheng Li Xing Sun LRM VLM MLLM 80 56 0 19 Dec 2023
InternLM-XComposer: A Vision-Language Large Model for Advanced Text-image Comprehension and Composition Pan Zhang Xiaoyi Wang Bin Wang Yuhang Cao Chao Xu ... Conghui He Xingcheng Zhang Yu Qiao Da Lin Jiaqi Wang MLLM 142 241 0 26 Sep 2023
Baichuan 2: Open Large-scale Language Models Ai Ming Yang Bin Xiao Bingning Wang Borong Zhang Ce Bian ... Youxin Jiang Yuchen Gao Yupeng Zhang Guosheng Dong Zhiying Wu ELM LRM 209 748 0 19 Sep 2023
Kosmos-2: Grounding Multimodal Large Language Models to the World Zhiliang Peng Wenhui Wang Li Dong Y. Hao Shaohan Huang Shuming Ma Furu Wei MLLM ObjD VLM 117 763 0 26 Jun 2023
Valley: Video Assistant with Large Language model Enhanced abilitY Ruipu Luo Ziwang Zhao Min Yang Junwei Dong Da Li Pengcheng Lu Tao Wang Linmei Hu Ming-Hui Qiu MLLM 120 208 0 12 Jun 2023
Self-Chained Image-Language Model for Video Localization and Question Answering Shoubin Yu Jaemin Cho Prateek Yadav Joey Tianyi Zhou 132 140 0 11 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 288 955 0 27 Apr 2023
Visual Instruction Tuning Haotian Liu Chunyuan Li Qingyang Wu Yong Jae Lee SyDa VLM MLLM 569 4,910 0 17 Apr 2023
V3Det: Vast Vocabulary Visual Detection Dataset Jiaqi Wang Pan Zhang Tao Chu Yuhang Cao Yujie Zhou Tong Wu Bin Wang Conghui He Dahua Lin VLM ObjD 96 55 0 07 Apr 2023
Sigmoid Loss for Language Image Pre-Training Xiaohua Zhai Basil Mustafa Alexander Kolesnikov Lucas Beyer CLIP VLM 248 1,200 0 27 Mar 2023
Robust Speech Recognition via Large-Scale Weak Supervision Alec Radford Jong Wook Kim Tao Xu Greg Brockman C. McLeavey Ilya Sutskever OffRL 203 3,732 0 06 Dec 2022
LAION-5B: An open large-scale dataset for training next generation image-text models Christoph Schuhmann Romain Beaumont Richard Vencu Cade Gordon Ross Wightman ... Srivatsa Kundurthy Katherine Crowson Ludwig Schmidt R. Kaczmarczyk J. Jitsev VLM MLLM CLIP 200 3,500 0 16 Oct 2022
GLM-130B: An Open Bilingual Pre-trained Model Aohan Zeng Xiao Liu Zhengxiao Du Zihan Wang Hanyu Lai ... Jidong Zhai Wenguang Chen Peng Zhang Yuxiao Dong Jie Tang BDL LRM 358 1,094 0 05 Oct 2022
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
PaLM: Scaling Language Modeling with Pathways Aakanksha Chowdhery Sharan Narang Jacob Devlin Maarten Bosma Gaurav Mishra ... Kathy Meier-Hellstern Douglas Eck J. Dean Slav Petrov Noah Fiedel PILM LRM 529 6,293 0 05 Apr 2022
Open Source MagicData-RAMC: A Rich Annotated Mandarin Conversational(RAMC) Speech Dataset Zehui Yang Yifan Chen Lei Luo Runyan Yang Lingxuan Ye ... Yaohui Jin Qingqing Zhang Pengyuan Zhang Lei Xie Yonghong Yan 57 51 0 31 Mar 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 886 13,176 0 04 Mar 2022
Ego4D: Around the World in 3,000 Hours of Egocentric Video Kristen Grauman Andrew Westbury Eugene Byrne Zachary Chavis Antonino Furnari ... Mike Zheng Shou Antonio Torralba Lorenzo Torresani Mingfei Yan Jitendra Malik EgoV 401 1,109 0 13 Oct 2021
GigaSpeech: An Evolving, Multi-domain ASR Corpus with 10,000 Hours of Transcribed Audio Guoguo Chen Shuzhou Chai Guan-Bo Wang Jiayu Du Weiqiang Zhang ... Xuchen Yao Yongqing Wang Yujun Wang Zhao You Zhiyong Yan 116 383 0 13 Jun 2021
SUTD-TrafficQA: A Question Answering Benchmark and an Efficient Network for Video Reasoning over Traffic Events Li Xu He Huang Jun Liu ViT LRM 91 88 0 29 Mar 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 972 29,810 0 26 Feb 2021
FSD50K: An Open Dataset of Human-Labeled Sound Events Eduardo Fonseca Xavier Favory Jordi Pons F. Font Xavier Serra 100 466 0 01 Oct 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 880 42,379 0 28 May 2020
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 611 4,905 0 23 Jan 2020
Common Voice: A Massively-Multilingual Speech Corpus Rosana Ardila Megan Branson Kelly Davis Michael Henretty M. Kohler Josh Meyer Reuben Morais Lindsay Saunders Francis M. Tyers Gregor Weber VLM 91 1,614 0 13 Dec 2019
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 432 43,814 0 01 May 2014