Advancing Fine-Grained Visual Understanding with Multi-Scale Alignment in Multi-Modal Models

14 November 2024

Papers citing "Advancing Fine-Grained Visual Understanding with Multi-Scale Alignment in Multi-Modal Models"

21 / 21 papers shown

Title
Analyzing Fine-Grained Alignment and Enhancing Vision Understanding in Multimodal Language Models Jiachen Jiang Jinxin Zhou Bo Peng Xia Ning Zhihui Zhu 93 0 0 22 May 2025
VisionLLM v2: An End-to-End Generalist Multimodal Large Language Model for Hundreds of Vision-Language Tasks Jiannan Wu Muyan Zhong Sen Xing Zeqiang Lai Zhaoyang Liu ... Lewei Lu Tong Lu Ping Luo Yu Qiao Jifeng Dai MLLM VLM LRM 334 59 0 03 Jan 2025
LLaVA-MoD: Making LLaVA Tiny via MoE Knowledge Distillation Fangxun Shu Yue Liao Le Zhuo Chenning Xu Guanghao Zhang ... Bolin Li Zhelun Yu Si Liu Hongsheng Li Hao Jiang VLM MoE 63 18 0 28 Aug 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 136 642 0 25 Apr 2024
MobileVLM V2: Faster and Stronger Baseline for Vision Language Model Xiangxiang Chu Limeng Qiao Xinyu Zhang Shuang Xu Fei Wei ... Xiaofei Sun Yiming Hu Xinyang Lin Bo Zhang Chunhua Shen VLM MLLM 80 108 0 06 Feb 2024
Unified Hallucination Detection for Multimodal Large Language Models Xiang Chen Chenxi Wang Yida Xue Ningyu Zhang Xiaoyan Yang Qian Li Yue Shen Lei Liang Jinjie Gu Huajun Chen HILM 111 45 0 05 Feb 2024
CogVLM: Visual Expert for Pretrained Language Models Weihan Wang Qingsong Lv Wenmeng Yu Wenyi Hong Ji Qi ... Bin Xu Juanzi Li Yuxiao Dong Ming Ding Jie Tang VLM MLLM 135 515 0 06 Nov 2023
From CLIP to DINO: Visual Encoders Shout in Multi-modal Large Language Models Dongsheng Jiang Yuchen Liu Songlin Liu Jiné Zhao Hao Zhang Zhen Gao Xiaopeng Zhang Jin Li Hongkai Xiong MLLM VLM 77 39 0 13 Oct 2023
Ferret: Refer and Ground Anything Anywhere at Any Granularity Haoxuan You Haotian Zhang Zhe Gan Xianzhi Du Bowen Zhang Zirui Wang Liangliang Cao Shih-Fu Chang Yinfei Yang ObjD MLLM VLM 116 328 0 11 Oct 2023
GPT4RoI: Instruction Tuning Large Language Model on Region-of-Interest Shilong Zhang Pei Sun Shoufa Chen Min Xiao Wenqi Shao Wenwei Zhang Yu Liu Kai-xiang Chen Ping Luo MLLM VLM 158 238 0 07 Jul 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 123 764 0 26 Jun 2023
Visual Instruction Tuning Haotian Liu Chunyuan Li Qingyang Wu Yong Jae Lee SyDa VLM MLLM 575 4,925 0 17 Apr 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 1.5K 14,761 0 15 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 437 4,663 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 290 1,299 0 20 Sep 2022
UniTAB: Unifying Text and Box Outputs for Grounded Vision-Language Modeling Zhengyuan Yang Zhe Gan Jianfeng Wang Xiaowei Hu Faisal Ahmed Zicheng Liu Yumao Lu Lijuan Wang 127 116 0 23 Nov 2021
MDETR -- Modulated Detection for End-to-End Multi-Modal Understanding Aishwarya Kamath Mannat Singh Yann LeCun Gabriel Synnaeve Ishan Misra Nicolas Carion ObjD VLM 192 895 0 26 Apr 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 1.0K 29,926 0 26 Feb 2021
Making the V in VQA Matter: Elevating the Role of Image Understanding in Visual Question Answering Yash Goyal Tejas Khot D. Summers-Stay Dhruv Batra Devi Parikh CoGe 364 3,274 0 02 Dec 2016
Generation and Comprehension of Unambiguous Object Descriptions Junhua Mao Jonathan Huang Alexander Toshev Oana-Maria Camburu Alan Yuille Kevin Patrick Murphy ObjD 140 1,359 0 07 Nov 2015
Flickr30k Entities: Collecting Region-to-Phrase Correspondences for Richer Image-to-Sentence Models Bryan A. Plummer Liwei Wang Christopher M. Cervantes Juan C. Caicedo Julia Hockenmaier Svetlana Lazebnik 222 2,074 0 19 May 2015