Building and better understanding vision-language models: insights and future directions

22 August 2024

Hugo Laurençon

Papers citing "Building and better understanding vision-language models: insights and future directions"

23 / 23 papers shown

Title
FG-CLIP: Fine-Grained Visual and Textual Alignment Chunyu Xie Bin Wang Fanjing Kong Jincheng Li Dawei Liang Gengshen Zhang Dawei Leng Yuhui Yin CLIP VLM 53 0 0 08 May 2025
R^3-VQA: "Read the Room" by Video Social Reasoning Lixing Niu Jiapeng Li Xingping Yu Shu Wang Ruining Feng Bo Wu Ping Wei Yixuan Wang Lifeng Fan 51 0 0 07 May 2025
Transferable Adversarial Attacks on Black-Box Vision-Language Models Kai Hu Weichen Yu L. Zhang Alexander Robey Andy Zou Chengming Xu Haoqi Hu Matt Fredrikson AAML VLM 64 0 0 02 May 2025
Benchmarking Multimodal Mathematical Reasoning with Explicit Visual Dependency Zhikai Wang Jiashuo Sun Wenbo Zhang Zhiqiang Hu Xin Li F. Wang Deli Zhao VLM LRM 75 0 0 24 Apr 2025
FUSION: Fully Integration of Vision-Language Representations for Deep Cross-Modal Understanding Zheng Liu Mengjie Liu Jianfei Chen Jingwei Xu Bin Cui Conghui He Wentao Zhang MLLM 59 0 0 14 Apr 2025
A Token-level Text Image Foundation Model for Document Understanding Tongkun Guan Zining Wang Pei Fu Zhengtao Guo Wei-Ming Shen ... Chen Duan Hao Sun Qianyi Jiang Junfeng Luo Xiaokang Yang VLM 45 0 0 04 Mar 2025
M2-omni: Advancing Omni-MLLM for Comprehensive Modality Support with Competitive Performance Qingpei Guo Kaiyou Song Zipeng Feng Ziping Ma Qinglong Zhang ... Yunxiao Sun Tai-WeiChang Jingdong Chen Ming Yang Jun Zhou MLLM VLM 87 3 0 26 Feb 2025
CBVLM: Training-free Explainable Concept-based Large Vision Language Models for Medical Image Classification Cristiano Patrício Isabel Rio-Torto J. S. Cardoso Luís F. Teixeira João C. Neves VLM 218 0 0 21 Jan 2025
Automated Generation of Challenging Multiple-Choice Questions for Vision Language Model Evaluation Yuhui Zhang Yuchang Su Yiming Liu Xiaohan Wang James Burgess ... Josiah Aklilu Alejandro Lozano Anjiang Wei Ludwig Schmidt Serena Yeung-Levy 61 3 0 06 Jan 2025
2.5 Years in Class: A Multimodal Textbook for Vision-Language Pretraining Wenqi Zhang Hang Zhang Xin Li Jiashuo Sun Yongliang Shen Weiming Lu Deli Zhao Yueting Zhuang Lidong Bing VLM 43 2 0 01 Jan 2025
GME: Improving Universal Multimodal Retrieval by Multimodal LLMs Xin Zhang Yanzhao Zhang Wen Xie Mingxin Li Ziqi Dai Dingkun Long Pengjun Xie Meishan Zhang Wenjie Li M. Zhang 116 7 0 22 Dec 2024
Teaching VLMs to Localize Specific Objects from In-context Examples Sivan Doveh Nimrod Shabtay Wei Lin Eli Schwartz Hilde Kuehne ... Leonid Karlinsky James Glass Assaf Arbelle S. Ullman Muhammad Jehanzeb Mirza VLM 103 1 0 20 Nov 2024
3DArticCyclists: Generating Synthetic Articulated 8D Pose-Controllable Cyclist Data for Computer Vision Applications Eduardo R. Corral-Soto Yang Liu Tongtong Cao Y. Ren Liu Bingbing 52 0 0 14 Oct 2024
ActiView: Evaluating Active Perception Ability for Multimodal Large Language Models Ziyue Wang Chi Chen Fuwen Luo Yurui Dong Yuanchi Zhang Yuzhuang Xu Xiaolong Wang Peng Li Yang Liu LRM 40 3 0 07 Oct 2024
Unlocking the conversion of Web Screenshots into HTML Code with the WebSight Dataset Hugo Laurençon Léo Tronchon Victor Sanh VLM 55 36 0 14 Mar 2024
Prismatic VLMs: Investigating the Design Space of Visually-Conditioned Language Models Siddharth Karamcheti Suraj Nair Ashwin Balakrishna Percy Liang Thomas Kollar Dorsa Sadigh MLLM VLM 57 98 0 12 Feb 2024
Silkie: Preference Distillation for Large Visual Language Models Lei Li Zhihui Xie Mukai Li Shunian Chen Peiyi Wang Liang Chen Yazheng Yang Benyou Wang Lingpeng Kong MLLM 112 68 0 17 Dec 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
Pix2Struct: Screenshot Parsing as Pretraining for Visual Language Understanding Kenton Lee Mandar Joshi Iulia Turc Hexiang Hu Fangyu Liu Julian Martin Eisenschlos Urvashi Khandelwal Peter Shaw Ming-Wei Chang Kristina Toutanova CLIP VLM 166 263 0 07 Oct 2022
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 A. Kalyan ELM ReLM LRM 211 1,106 0 20 Sep 2022
Screen2Words: Automatic Mobile UI Summarization with Multimodal Learning Bryan Wang Gang Li Xin Zhou Zhourong Chen Tovi Grossman Yang Li 167 152 0 07 Aug 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 290 1,084 0 17 Feb 2021
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Z. Tu Kaiming He 297 10,220 0 16 Nov 2016