Title
OpenCodeInterpreter: Integrating Code Generation with Execution and Refinement Tianyu Zheng Ge Zhang Tianhao Shen Xueling Liu Bill Yuchen Lin Jie Fu Wenhu Chen Xiang Yue SyDa 150 128 0 08 Jan 2025
Olympus: A Universal Task Router for Computer Vision Tasks Yuanze Lin Yunsheng Li Dongdong Chen Weijian Xu Ronald Clark Philip Torr VLM ObjD 494 1 0 12 Dec 2024
OBI-Bench: Can LMMs Aid in Study of Ancient Script on Oracle Bones? Zhongfu Chen Tingzhu Chen Wenjun Zhang Guangtao Zhai 140 4 0 02 Dec 2024
ChatRex: Taming Multimodal LLM for Joint Perception and Understanding Qing Jiang Gen Luo Yuqin Yang Yuda Xiong Yihao Chen Zhaoyang Zeng Tianhe Ren Lei Zhang VLM LRM 154 10 0 27 Nov 2024
JMMMU: A Japanese Massive Multi-discipline Multimodal Understanding Benchmark for Culture-aware Evaluation Shota Onohara Atsuyuki Miyai Yuki Imajuku Kazuki Egashira Jeonghun Baek Xiang Yue Graham Neubig Kiyoharu Aizawa OSLM 204 6 0 22 Oct 2024
Organizing Unstructured Image Collections using Natural Language Mingxuan Liu Zhun Zhong Jun Li Gianni Franchi Subhankar Roy Elisa Ricci VLM 125 5 0 07 Oct 2024
One missing piece in Vision and Language: A Survey on Comics Understanding Emanuele Vivoli Andrey Barsky Mohamed Ali Souibgui Artemis LLabres Marco Bertini Dimosthenis Karatzas 97 4 0 14 Sep 2024
VLMEvalKit: An Open-Source Toolkit for Evaluating Large Multi-Modality Models Haodong Duan Junming Yang Junming Yang Xinyu Fang Lin Chen ... Yuhang Zang Pan Zhang Jiaqi Wang Dahua Lin Kai Chen LM&MA VLM 151 177 0 16 Jul 2024
MFC-Bench: Benchmarking Multimodal Fact-Checking with Large Vision-Language Models Shengkang Wang Hongzhan Lin Ziyang Luo Zhen Ye Guang Chen Jing Ma 111 4 0 17 Jun 2024
MuirBench: A Comprehensive Benchmark for Robust Multi-image Understanding Fei Wang Xingyu Fu James Y. Huang Zekun Li Qin Liu ... Kai-Wei Chang Dan Roth Sheng Zhang Hoifung Poon Muhao Chen VLM 103 59 0 13 Jun 2024
What matters when building vision-language models? Hugo Laurençon Léo Tronchon Matthieu Cord Victor Sanh VLM 96 177 0 03 May 2024
MANTIS: Interleaved Multi-Image Instruction Tuning Dongfu Jiang Xuan He Huaye Zeng Cong Wei Max Ku Qian Liu Wenhu Chen VLM MLLM 87 125 0 02 May 2024
List Items One by One: A New Data Source and Learning Paradigm for Multimodal LLMs An Yan Zhengyuan Yang Junda Wu Wanrong Zhu Jianwei Yang ... Kevin Qinghong Lin Jianfeng Wang Julian McAuley Jianfeng Gao Lijuan Wang LRM 85 12 0 25 Apr 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 Y. Wang Shih-Fu Chang Zhe Gan Yinfei Yang ObjD MLLM 130 51 0 11 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
SPHINX-X: Scaling Data and Parameters for a Family of Multi-modal Large Language Models Chris Liu Renrui Zhang Longtian Qiu Siyuan Huang Weifeng Lin ... Hao Shao Pan Lu Hongsheng Li Yu Qiao Peng Gao MLLM 200 116 0 08 Feb 2024
CREMA: Generalizable and Efficient Video-Language Reasoning via Multimodal Modular Fusion Shoubin Yu Jaehong Yoon Mohit Bansal 124 6 0 08 Feb 2024
Generative Multimodal Models are In-Context Learners Quan-Sen Sun Yufeng Cui Xiaosong Zhang Fan Zhang Qiying Yu ... Yueze Wang Yongming Rao Jingjing Liu Tiejun Huang Xinlong Wang MLLM LRM 151 288 0 20 Dec 2023
Honeybee: Locality-enhanced Projector for Multimodal LLM Junbum Cha Wooyoung Kang Jonghwan Mun Byungseok Roh MLLM 77 132 0 11 Dec 2023
MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI Xiang Yue Yuansheng Ni Kai Zhang Tianyu Zheng Ruoqi Liu ... Yibo Liu Wenhao Huang Huan Sun Yu-Chuan Su Wenhu Chen OSLM ELM VLM 251 957 0 27 Nov 2023
MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts Pan Lu Hritik Bansal Tony Xia Jiacheng Liu Chun-yue Li Hannaneh Hajishirzi Hao Cheng Kai-Wei Chang Michel Galley Jianfeng Gao LRM MLLM 124 665 0 03 Oct 2023
Data Filtering Networks Alex Fang Albin Madappally Jose Amit Jain Ludwig Schmidt Alexander Toshev Vaishaal Shankar CLIP 92 144 0 29 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 111 763 0 26 Jun 2023
Direct Preference Optimization: Your Language Model is Secretly a Reward Model Rafael Rafailov Archit Sharma E. Mitchell Stefano Ermon Christopher D. Manning Chelsea Finn ALM 389 4,139 0 29 May 2023
InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning Wenliang Dai Junnan Li Dongxu Li A. M. H. Tiong Junqi Zhao Weisheng Wang Boyang Albert Li Pascale Fung Steven C. H. Hoi MLLM VLM 136 2,095 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
Sigmoid Loss for Language Image Pre-Training Xiaohua Zhai Basil Mustafa Alexander Kolesnikov Lucas Beyer CLIP VLM 237 1,200 0 27 Mar 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 429 4,642 0 30 Jan 2023
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering Pan Lu Swaroop Mishra Tony Xia Liang Qiu Kai-Wei Chang Song-Chun Zhu Oyvind Tafjord Peter Clark Ashwin Kalyan ELM ReLM LRM 288 1,296 0 20 Sep 2022
A-OKVQA: A Benchmark for Visual Question Answering using World Knowledge Dustin Schwenk Apoorv Khandelwal Christopher Clark Kenneth Marino Roozbeh Mottaghi 69 551 0 03 Jun 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
ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical Reasoning Ahmed Masry Do Xuan Long J. Tan Shafiq Joty Enamul Hoque AIMat 134 684 0 19 Mar 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
Training Verifiers to Solve Math Word Problems K. Cobbe V. Kosaraju Mohammad Bavarian Mark Chen Heewoo Jun ... Jerry Tworek Jacob Hilton Reiichiro Nakano Christopher Hesse John Schulman ReLM OffRL LRM 339 4,569 0 27 Oct 2021
Conceptual 12M: Pushing Web-Scale Image-Text Pre-Training To Recognize Long-Tail Visual Concepts Soravit Changpinyo P. Sharma Nan Ding Radu Soricut VLM 447 1,127 0 17 Feb 2021
DocVQA: A Dataset for VQA on Document Images Minesh Mathew Dimosthenis Karatzas C. V. Jawahar 144 743 0 01 Jul 2020
Towards VQA Models That Can Read Amanpreet Singh Vivek Natarajan Meet Shah Yu Jiang Xinlei Chen Dhruv Batra Devi Parikh Marcus Rohrbach EgoV 111 1,253 0 18 Apr 2019
DVQA: Understanding Data Visualizations via Question Answering Kushal Kafle Brian L. Price Scott D. Cohen Christopher Kanan AIMat 85 396 0 24 Jan 2018
CLEVR: A Diagnostic Dataset for Compositional Language and Elementary Visual Reasoning Justin Johnson B. Hariharan Laurens van der Maaten Li Fei-Fei C. L. Zitnick Ross B. Girshick CoGe 313 2,387 0 20 Dec 2016