多模态大模型 - arXivDaily 专题

2411.09301 2024-11-15 cs.CV 83%

LHRS-Bot-Nova: Improved Multimodal Large Language Model for Remote Sensing Vision-Language Interpretation

Zhenshi Li, Dilxat Muhtar, Feng Gu, Xueliang Zhang, Pengfeng Xiao, Guangjun He, Xiaoxiang Zhu

专题命中图文多模态：multimodal(title,abstract)；MLLM(abstract)；分类 cs.CV

2411.05023 2024-11-11 cs.CL cs.LG quant-ph 83%

Multimodal Quantum Natural Language Processing: A Novel Framework for using Quantum Methods to Analyse Real Data

Hala Hawashin

专题命中图文多模态：multimodal(title,abstract)；image-text(abstract)；分类 cs.CL

Comments This thesis, awarded a distinction by the Department of Computer Science at University College London, was successfully defended by the author in September 2024 in partial fulfillment of the requirements for an MSc in Emerging Digital Technologies

2404.13046 2024-11-01 cs.CV 83%

MoVA: Adapting Mixture of Vision Experts to Multimodal Context

Zhuofan Zong, Bingqi Ma, Dazhong Shen, Guanglu Song, Hao Shao, Dongzhi Jiang, Hongsheng Li, Yu Liu

专题命中图文多模态：multimodal(title,abstract)；MLLM(abstract)；分类 cs.CV

Comments NeurIPS 2024

2410.22736 2024-10-31 cs.CL 83%

Constructing Multimodal Datasets from Scratch for Rapid Development of a Japanese Visual Language Model

Keito Sasagawa, Koki Maeda, Issa Sugiura, Shuhei Kurita, Naoaki Okazaki, Daisuke Kawahara

专题命中图文多模态：multimodal(title,abstract)；image-text(abstract)；分类 cs.CL

Comments 15 pages, 7 figures

2403.08773 2024-10-29 cs.CV cs.AI cs.CL cs.MM 83%

Veagle: Advancements in Multimodal Representation Learning

Rajat Chawla, Arkajit Datta, Tushar Verma, Adarsh Jha, Anmol Gautam, Ayush Vatsal, Sukrit Chaterjee, Mukunda NS, Ishaan Bhola

专题命中图文多模态：multimodal(title,abstract)；分类 cs.CV、cs.CL、cs.AI

2310.13120 2024-10-17 cs.CV cs.LG 83%

RSAdapter: Adapting Multimodal Models for Remote Sensing Visual Question Answering

Yuduo Wang, Pedram Ghamisi

专题命中图文多模态：multimodal(title,abstract)；image-text(abstract)；分类 cs.CV

Journal ref IEEE Trans. Geosci. Remote Sens., vol. 62, pp. 1-13, 2024

2410.11829 2024-10-16 cs.CV 83%

MMFuser: Multimodal Multi-Layer Feature Fuser for Fine-Grained Vision-Language Understanding

Yue Cao, Yangzhou Liu, Zhe Chen, Guangchen Shi, Wenhai Wang, Danhuai Zhao, Tong Lu

专题命中图文多模态：multimodal(title,abstract)；cross-modal(abstract)；分类 cs.CV

Comments 11 pages, 6 figures, technical report

2302.06891 2024-10-01 cs.CV 83%

UKnow: A Unified Knowledge Protocol with Multimodal Knowledge Graph Datasets for Reasoning and Vision-Language Pre-Training

Biao Gong, Shuai Tan, Yutong Feng, Xiaoying Xie, Yuyuan Li, Chaochao Chen, Kecheng Zheng, Yujun Shen, Deli Zhao

专题命中图文多模态：multimodal(title,abstract)；image-text(abstract)；分类 cs.CV

2409.15310 2024-09-25 cs.LG cs.CV 83%

Visual Prompting in Multimodal Large Language Models: A Survey

Junda Wu, Zhehao Zhang, Yu Xia, Xintong Li, Zhaoyang Xia, Aaron Chang, Tong Yu, Sungchul Kim, Ryan A. Rossi, Ruiyi Zhang, Subrata Mitra, Dimitris N. Metaxas, Lina Yao, Jingbo Shang, Julian McAuley

专题命中图文多模态：multimodal(title,abstract)；MLLM(abstract)；分类 cs.CV

Comments 10 pages

2409.03412 2024-09-06 cs.CV physics.med-ph 83%

TG-LMM: Enhancing Medical Image Segmentation Accuracy through Text-Guided Large Multi-Modal Model

Yihao Zhao, Enhao Zhong, Cuiyun Yuan, Yang Li, Man Zhao, Chunxia Li, Jun Hu, Chenbin Liu

专题命中图文多模态：multi-modal(title,abstract)；image-text(abstract)；分类 cs.CV

Comments 11 pages, 2 figures

2009.08395 2024-09-05 cs.CV cs.AI cs.CL cs.LG cs.MM 83%

A Multimodal Memes Classification: A Survey and Open Research Issues

Tariq Habib Afridi, Aftab Alam, Muhammad Numan Khan, Jawad Khan, Young-Koo Lee

专题命中图文多模态：multimodal(title,abstract)；分类 cs.CV、cs.CL、cs.AI

Comments This is a survey paper on recent state of the art VL models that can be used for memes classification. it has 15 pages and 2 figures

Journal ref SCA 2020

2408.15556 2024-08-29 cs.CV 83%

Divide, Conquer and Combine: A Training-Free Framework for High-Resolution Image Perception in Multimodal Large Language Models

Wenbin Wang, Liang Ding, Minyan Zeng, Xiabin Zhou, Li Shen, Yong Luo, Dacheng Tao

专题命中图文多模态：multimodal(title,abstract)；MLLM(abstract)；分类 cs.CV

2408.14594 2024-08-28 cs.CV 83%

MMR: Evaluating Reading Ability of Large Multimodal Models

Jian Chen, Ruiyi Zhang, Yufan Zhou, Ryan Rossi, Jiuxiang Gu, Changyou Chen

专题命中图文多模态：multimodal(title,abstract)；multi-modal(abstract)；分类 cs.CV

2407.18626 2024-07-29 cs.CL cs.AI cs.CV cs.DL cs.MM 83%

Every Part Matters: Integrity Verification of Scientific Figures Based on Multimodal Large Language Models

Xiang Shi, Jiawei Liu, Yinpeng Liu, Qikai Cheng, Wei Lu

专题命中图文多模态：multimodal(title,abstract)；分类 cs.CV、cs.CL、cs.AI

Comments 28 pages, 11 figures, under review

2407.12709 2024-07-18 cs.CV 83%

MoME: Mixture of Multimodal Experts for Generalist Multimodal Large Language Models

Leyang Shen, Gongwei Chen, Rui Shao, Weili Guan, Liqiang Nie

专题命中图文多模态：multimodal(title,abstract)；MLLM(abstract)；分类 cs.CV

Comments Github: https://github.com/JiuTian-VL/MoME

2403.00219 2024-07-12 cs.CV 83%

Multi-modal Attribute Prompting for Vision-Language Models

Xin Liu, Jiamin Wu, and Wenfei Yang, Xu Zhou, Tianzhu Zhang

专题命中图文多模态：multi-modal(title,abstract)；cross-modal(abstract)；分类 cs.CV

Comments Accepted for Publication in IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)

2407.01884 2024-07-03 cs.CV cs.HC 83%

EIT-1M: One Million EEG-Image-Text Pairs for Human Visual-textual Recognition and More

Xu Zheng, Ling Wang, Kanghao Chen, Yuanhuiyi Lyu, Jiazhou Zhou, Lin Wang

专题命中图文多模态：image-text(title,abstract)；multi-modal(abstract)；分类 cs.CV

2407.00203 2024-07-02 cs.CV 83%

PathGen-1.6M: 1.6 Million Pathology Image-text Pairs Generation through Multi-agent Collaboration

Yuxuan Sun, Yunlong Zhang, Yixuan Si, Chenglu Zhu, Zhongyi Shui, Kai Zhang, Jingxiong Li, Xingheng Lyu, Tao Lin, Lin Yang

专题命中图文多模态：image-text(title,abstract)；multimodal(abstract)；分类 cs.CV

Comments 13 pages, 3 figures

2406.18579 2024-06-28 cs.CV cs.IR 83%

Hire: Hybrid-modal Interaction with Multiple Relational Enhancements for Image-Text Matching

Xuri Ge, Fuhai Chen, Songpei Xu, Fuxiang Tao, Jie Wang, Joemon M. Jose

专题命中图文多模态：image-text(title,abstract)；cross-modal(abstract)；分类 cs.CV

Comments 22pages, 5 Figures, 6 tables, the extension of CMSEI in WACV23, and submitted to ACM TIST. arXiv admin note: text overlap with arXiv:2210.08908

2405.10954 2024-05-21 cs.CV 83%

Multimodal CLIP Inference for Meta-Few-Shot Image Classification

Constance Ferragu, Philomene Chagniot, Vincent Coyette

专题命中图文多模态：multimodal(title,abstract)；multimodal foundation model(abstract)；分类 cs.CV

2305.18171 2024-04-10 cs.CV cs.LG 83%

Improved Probabilistic Image-Text Representations

Sanghyuk Chun

专题命中图文多模态：image-text(title,abstract)；cross-modal(abstract)；分类 cs.CV

Comments ICLR 2024 camera-ready; Code: https://github.com/naver-ai/pcmepp. Project page: https://naver-ai.github.io/pcmepp/. 30 pages, 2.2 MB

2306.08498 2024-04-09 cs.CV 83%

Extending CLIP's Image-Text Alignment to Referring Image Segmentation

Seoyeon Kim, Minguk Kang, Dongwon Kim, Jaesik Park, Suha Kwak

专题命中图文多模态：image-text(title,abstract)；cross-modal(abstract)；分类 cs.CV

Comments NAACL 2024

2404.01700 2024-04-04 cs.CV 83%

MotionChain: Conversational Motion Controllers via Multimodal Prompts

Biao Jiang, Xin Chen, Chi Zhang, Fukun Yin, Zhuoyuan Li, Gang YU, Jiayuan Fan

专题命中图文多模态：multimodal(title,abstract)；multi-modal(abstract)；分类 cs.CV

Comments 14 pages, 4 figures

2308.10185 2024-03-27 cs.CV 83%

ViT-Lens: Initiating Omni-Modal Exploration through 3D Insights

Weixian Lei, Yixiao Ge, Jianfeng Zhang, Dylan Sun, Kun Yi, Ying Shan, Mike Zheng Shou

专题命中图文多模态：omni-modal(title,abstract)；multimodal(abstract)；分类 cs.CV

Comments 19 pages, 4 figures and 9 tables

2403.10887 2024-03-19 cs.CV 83%

LuoJiaHOG: A Hierarchy Oriented Geo-aware Image Caption Dataset for Remote Sensing Image-Text Retrival

Yuanxin Zhao, Mi Zhang, Bingnan Yang, Zhan Zhang, Jiaju Kang, Jianya Gong

专题命中图文多模态：image-text(title,abstract)；cross-modal(abstract)；分类 cs.CV

2310.02110 2024-03-12 cs.CV 83%

Sieve: Multimodal Dataset Pruning Using Image Captioning Models

Anas Mahmoud, Mostafa Elhoushi, Amro Abbas, Yu Yang, Newsha Ardalani, Hugh Leather, Ari Morcos

专题命中图文多模态：multimodal(title,abstract)；image-text(abstract)；分类 cs.CV

Comments Accepted in CVPR 2024

2403.04547 2024-03-08 cs.LG cs.AI 83%

CLIP the Bias: How Useful is Balancing Data in Multimodal Learning?

Ibrahim Alabdulmohsin, Xiao Wang, Andreas Steiner, Priya Goyal, Alexander D'Amour, Xiaohua Zhai

专题命中图文多模态：multimodal(title,abstract)；multi-modal(abstract)；分类 cs.AI

Comments 32 pages, 20 figures, 7 tables

Journal ref ICLR 2024

2403.03003 2024-03-06 cs.CV 83%

Feast Your Eyes: Mixture-of-Resolution Adaptation for Multimodal Large Language Models

Gen Luo, Yiyi Zhou, Yuxin Zhang, Xiawu Zheng, Xiaoshuai Sun, Rongrong Ji

专题命中图文多模态：multimodal(title,abstract)；MLLM(abstract)；分类 cs.CV

2402.15654 2024-02-27 cs.CL 83%

Exploring Failure Cases in Multimodal Reasoning About Physical Dynamics

Sadaf Ghaffari, Nikhil Krishnaswamy

专题命中图文多模态：multimodal(title,abstract)；cross-modal(abstract)；分类 cs.CL

Comments 10 pages, 10 figures, Proceedings of AAAI Spring Symposium: Empowering Machine Learning and Large Language Models with Domain and Commonsense Knowledge (MAKE). AAAI (2024)

2402.08360 2024-02-14 cs.CV 83%

Visual Question Answering Instruction: Unlocking Multimodal Large Language Model To Domain-Specific Visual Multitasks

Jusung Lee, Sungguk Cha, Younghyun Lee, Cheoljong Yang

专题命中图文多模态：multimodal(title,abstract)；MLLM(abstract)；分类 cs.CV

1. 图文多模态 4642 篇

LHRS-Bot-Nova: Improved Multimodal Large Language Model for Remote Sensing Vision-Language Interpretation

Multimodal Quantum Natural Language Processing: A Novel Framework for using Quantum Methods to Analyse Real Data

MoVA: Adapting Mixture of Vision Experts to Multimodal Context

Constructing Multimodal Datasets from Scratch for Rapid Development of a Japanese Visual Language Model

Veagle: Advancements in Multimodal Representation Learning

RSAdapter: Adapting Multimodal Models for Remote Sensing Visual Question Answering

MMFuser: Multimodal Multi-Layer Feature Fuser for Fine-Grained Vision-Language Understanding

UKnow: A Unified Knowledge Protocol with Multimodal Knowledge Graph Datasets for Reasoning and Vision-Language Pre-Training

Visual Prompting in Multimodal Large Language Models: A Survey

TG-LMM: Enhancing Medical Image Segmentation Accuracy through Text-Guided Large Multi-Modal Model

A Multimodal Memes Classification: A Survey and Open Research Issues

Divide, Conquer and Combine: A Training-Free Framework for High-Resolution Image Perception in Multimodal Large Language Models

MMR: Evaluating Reading Ability of Large Multimodal Models

Every Part Matters: Integrity Verification of Scientific Figures Based on Multimodal Large Language Models

MoME: Mixture of Multimodal Experts for Generalist Multimodal Large Language Models

Multi-modal Attribute Prompting for Vision-Language Models

EIT-1M: One Million EEG-Image-Text Pairs for Human Visual-textual Recognition and More

PathGen-1.6M: 1.6 Million Pathology Image-text Pairs Generation through Multi-agent Collaboration

Hire: Hybrid-modal Interaction with Multiple Relational Enhancements for Image-Text Matching

Multimodal CLIP Inference for Meta-Few-Shot Image Classification

Improved Probabilistic Image-Text Representations

Extending CLIP's Image-Text Alignment to Referring Image Segmentation

MotionChain: Conversational Motion Controllers via Multimodal Prompts

ViT-Lens: Initiating Omni-Modal Exploration through 3D Insights

LuoJiaHOG: A Hierarchy Oriented Geo-aware Image Caption Dataset for Remote Sensing Image-Text Retrival

Sieve: Multimodal Dataset Pruning Using Image Captioning Models

CLIP the Bias: How Useful is Balancing Data in Multimodal Learning?

Feast Your Eyes: Mixture-of-Resolution Adaptation for Multimodal Large Language Models

Exploring Failure Cases in Multimodal Reasoning About Physical Dynamics

Visual Question Answering Instruction: Unlocking Multimodal Large Language Model To Domain-Specific Visual Multitasks