Sparkles: Unlocking Chats Across Multiple Images for Multimodal Instruction-Following Models

31 August 2023

Papers citing "Sparkles: Unlocking Chats Across Multiple Images for Multimodal Instruction-Following Models"

26 / 26 papers shown

Title
A Multimodal Multi-Agent Framework for Radiology Report Generation Ziruo Yi Ting Xiao Mark V. Albert MedIm 26 0 0 14 May 2025
COUNTS: Benchmarking Object Detectors and Multimodal Large Language Models under Distribution Shifts Jiansheng Li Xingxuan Zhang Hao Zou Yige Guo Renzhe Xu Yilong Liu Chuzhao Zhu Yue He Peng Cui VLM 39 0 0 14 Apr 2025
Multimodal Agricultural Agent Architecture (MA3): A New Paradigm for Intelligent Agricultural Decision-Making Zhuoning Xu Jian Xu M. Zhang P. Wang Chao Deng Cheng-Lin Liu 26 0 0 07 Apr 2025
CoSpace: Benchmarking Continuous Space Perception Ability for Vision-Language Models Yiqi Zhu Z. Wang C. Zhang Peng Li Yang Liu CoGe VLM 68 0 0 18 Mar 2025
MV-MATH: Evaluating Multimodal Math Reasoning in Multi-Visual Contexts P. Wang Zhongzhi Li Fei Yin Dekang Ran Chenglin Liu Cheng-Lin Liu LRM 50 3 0 28 Feb 2025
Beyond Single-Audio: Advancing Multi-Audio Processing in Audio Large Language Models Yiming Chen Xianghu Yue Xiaoxue Gao Chen Zhang L. F. D’Haro R. Tan Haizhou Li AuLLM 32 0 0 27 Sep 2024
MIBench: Evaluating Multimodal Large Language Models over Multiple Images Haowei Liu Xi Zhang Haiyang Xu Yaya Shi Chaoya Jiang ... Ji Zhang Fei Huang Chunfen Yuan Bing Li Weiming Hu VLM 39 10 0 21 Jul 2024
Reflective Instruction Tuning: Mitigating Hallucinations in Large Vision-Language Models Jinrui Zhang Teng Wang Haigang Zhang Ping Lu Feng Zheng MLLM LRM VLM 31 3 0 16 Jul 2024
Comparison Visual Instruction Tuning Wei Lin M. Jehanzeb Mirza Sivan Doveh Rogerio Feris Raja Giryes Sepp Hochreiter Leonid Karlinsky 46 4 0 13 Jun 2024
COCO is "ALL'' You Need for Visual Instruction Fine-tuning Xiaotian Han Yiqi Wang Bohan Zhai Quanzeng You Hongxia Yang VLM MLLM 33 2 0 17 Jan 2024
Exploring the Reasoning Abilities of Multimodal Large Language Models (MLLMs): A Comprehensive Survey on Emerging Trends in Multimodal Reasoning Yiqi Wang Wentao Chen Xiaotian Han Xudong Lin Haiteng Zhao Yongfei Liu Bohan Zhai Jianbo Yuan Quanzeng You Hongxia Yang LRM 47 69 0 10 Jan 2024
Visual Instruction Tuning towards General-Purpose Multimodal Model: A Survey Jiaxing Huang Jingyi Zhang Kai Jiang Han Qiu Shijian Lu 41 22 0 27 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 71 748 0 27 Nov 2023
Vision-Language Instruction Tuning: A Review and Analysis Chen Li Yixiao Ge Dian Li Ying Shan VLM 36 12 0 14 Nov 2023
How to Bridge the Gap between Modalities: Survey on Multimodal Large Language Model Shezheng Song Xiaopeng Li Shasha Li Shan Zhao Jie Yu Jun Ma Xiaoguang Mao Weimin Zhang 71 4 0 10 Nov 2023
CapsFusion: Rethinking Image-Text Data at Scale Qiying Yu Quan-Sen Sun Xiaosong Zhang Yufeng Cui Fan Zhang Yue Cao Xinlong Wang Jingjing Liu VLM 23 54 0 31 Oct 2023
DeepSpeed-VisualChat: Multi-Round Multi-Image Interleave Chat via Multi-Modal Causal Attention Z. Yao Xiaoxia Wu Conglong Li Minjia Zhang Heyang Qi Olatunji Ruwase A. A. Awan Samyam Rajbhandari Yuxiong He 31 11 0 25 Sep 2023
Kosmos-2.5: A Multimodal Literate Model Tengchao Lv Yupan Huang Jingye Chen Lei Cui Shuming Ma ... Weiyao Luo Shaoxiang Wu Guoxin Wang Cha Zhang Furu Wei VLM MLLM 31 63 0 20 Sep 2023
VisIT-Bench: A Benchmark for Vision-Language Instruction Following Inspired by Real-World Use Yonatan Bitton Hritik Bansal Jack Hessel Rulin Shao Wanrong Zhu Anas Awadalla Josh Gardner Rohan Taori L. Schimdt VLM 31 77 0 12 Aug 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 208 900 0 27 Apr 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
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
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 325 4,077 0 24 May 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 313 11,953 0 04 Mar 2022
Conceptual 12M: Pushing Web-Scale Image-Text Pre-Training To Recognize Long-Tail Visual Concepts Soravit Changpinyo P. Sharma Nan Ding Radu Soricut VLM 284 1,084 0 17 Feb 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 301 3,708 0 11 Feb 2021