Title
RESAnything: Attribute Prompting for Arbitrary Referring Segmentation Ruiqi Wang Hao Zhang VLM 52 0 0 03 May 2025
Detecting and Mitigating Hateful Content in Multimodal Memes with Vision-Language Models Minh-Hao Van Xintao Wu VLM 81 0 0 30 Apr 2025
A0: An Affordance-Aware Hierarchical Model for General Robotic Manipulation Rongtao Xu J. Zhang Minghao Guo Youpeng Wen H. Yang ... Liqiong Wang Yuxuan Kuang Meng Cao Feng Zheng Xiaodan Liang 37 3 0 17 Apr 2025
Evaluating Menu OCR and Translation: A Benchmark for Aligning Human and Automated Evaluations in Large Vision-Language Models Zhanglin Wu Tengfei Song Ning Xie Weidong Zhang Mengli Zhu ... Pengfei Li C. Li Junhao Zhu Hao-Yu Yang Shiliang Sun 26 1 0 16 Apr 2025
Why We Feel: Breaking Boundaries in Emotional Reasoning with Multimodal Large Language Models Yuxiang Lin Jingdong Sun Zhi-Qi Cheng Jue Wang Haomin Liang Zebang Cheng Yifei Dong Jun-Yan He Xiaojiang Peng Xian-Sheng Hua 41 0 0 10 Apr 2025
Large (Vision) Language Models are Unsupervised In-Context Learners Artyom Gadetsky Andrei Atanov Yulun Jiang Zhitong Gao Ghazal Hosseini Mighan Amir Zamir Maria Brbić VLM MLLM LRM 64 0 0 03 Apr 2025
Recitation over Reasoning: How Cutting-Edge Language Models Can Fail on Elementary School-Level Reasoning Problems? Kai Yan Yufei Xu Zhengyin Du Xuesong Yao Z. Wang Xiaowen Guo Jiecao Chen ReLM ELM LRM 90 3 0 01 Apr 2025
Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey Y. Wang Shengqiong Wu Y. Zhang William Yang Wang Ziwei Liu Jiebo Luo Hao Fei LRM 87 7 0 16 Mar 2025
HierarQ: Task-Aware Hierarchical Q-Former for Enhanced Video Understanding Shehreen Azad Vibhav Vineet Y. S. Rawat VLM 78 1 0 11 Mar 2025
Advancing Multimodal In-Context Learning in Large Vision-Language Models with Task-aware Demonstrations Yanshu Li 44 0 0 05 Mar 2025
Adversarial Training for Multimodal Large Language Models against Jailbreak Attacks Liming Lu Shuchao Pang Siyuan Liang Haotian Zhu Xiyu Zeng Aishan Liu Yunhuai Liu Yongbin Zhou AAML 49 1 0 05 Mar 2025
VLAS: Vision-Language-Action Model With Speech Instructions For Customized Robot Manipulation Wei Zhao Pengxiang Ding M. Zhang Zhefei Gong Shuanghao Bai H. Zhao Donglin Wang 85 5 0 24 Feb 2025
Tracking the Copyright of Large Vision-Language Models through Parameter Learning Adversarial Images Yubo Wang Jianting Tang Chaohu Liu Linli Xu AAML 51 1 0 23 Feb 2025
MedPromptX: Grounded Multimodal Prompting for Chest X-ray Diagnosis Mai A. Shaaban Adnan Khan Mohammad Yaqub LM&MA 78 2 0 28 Jan 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 138 0 0 21 Jan 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 91 46 0 03 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 37 2 0 01 Jan 2025
Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning Di Zhang Jingdi Lei Junxian Li Xunzhi Wang Y. Liu ... S. M. I. Simon X. Yang Jianbo Wu Peng Ye Wanli Ouyang Dongzhan Zhou OffRL LRM 105 6 0 27 Nov 2024
VideoGLaMM: A Large Multimodal Model for Pixel-Level Visual Grounding in Videos Shehan Munasinghe Hanan Gani Wenqi Zhu Jiale Cao Eric P. Xing F. Khan Salman Khan MLLM VGen VLM 42 6 0 07 Nov 2024
UniGuard: Towards Universal Safety Guardrails for Jailbreak Attacks on Multimodal Large Language Models Sejoon Oh Yiqiao Jin Megha Sharma Donghyun Kim Eric Ma Gaurav Verma Srijan Kumar 60 5 0 03 Nov 2024
MRAG-Bench: Vision-Centric Evaluation for Retrieval-Augmented Multimodal Models Wenbo Hu Jia-Chen Gu Zi-Yi Dou Mohsen Fayyaz Pan Lu Kai-Wei Chang Nanyun Peng VLM 61 4 0 10 Oct 2024
CustomContrast: A Multilevel Contrastive Perspective For Subject-Driven Text-to-Image Customization Nan Chen Mengqi Huang Zhuowei Chen Yang Zheng Lei Zhang Zhendong Mao DiffM 36 5 0 09 Sep 2024
MME-RealWorld: Could Your Multimodal LLM Challenge High-Resolution Real-World Scenarios that are Difficult for Humans? Yi-Fan Zhang Huanyu Zhang Haochen Tian Chaoyou Fu Shuangqing Zhang ... Qingsong Wen Zhang Zhang L. Wang Rong Jin Tieniu Tan OffRL 55 36 0 23 Aug 2024
EE-MLLM: A Data-Efficient and Compute-Efficient Multimodal Large Language Model Feipeng Ma Yizhou Zhou Hebei Li Zilong He Siying Wu Fengyun Rao Siying Wu Fengyun Rao Yueyi Zhang Xiaoyan Sun 29 3 0 21 Aug 2024
MedTrinity-25M: A Large-scale Multimodal Dataset with Multigranular Annotations for Medicine Yunfei Xie Ce Zhou Lang Gao Juncheng Wu Xianhang Li ... Sheng Liu Lei Xing James Zou Cihang Xie Yuyin Zhou LM&MA MedIm 74 23 0 06 Aug 2024
Learning Video Context as Interleaved Multimodal Sequences S. Shao Pengchuan Zhang Y. Li Xide Xia A. Meso Ziteng Gao Jinheng Xie N. Holliman Mike Zheng Shou 41 5 0 31 Jul 2024
HaloQuest: A Visual Hallucination Dataset for Advancing Multimodal Reasoning Zhecan Wang Garrett Bingham Adams Wei Yu Quoc V. Le Thang Luong Golnaz Ghiasi MLLM LRM 35 9 0 22 Jul 2024
CoMM: A Coherent Interleaved Image-Text Dataset for Multimodal Understanding and Generation Wei Chen Lin Li Yongqi Yang Bin Wen Fan Yang Tingting Gao Yu Wu Long Chen VLM VGen 43 6 0 15 Jun 2024
A-Bench: Are LMMs Masters at Evaluating AI-generated Images? Zicheng Zhang H. Wu Chunyi Li Yingjie Zhou Wei Sun Xiongkuo Min Zijian Chen Xiaohong Liu Weisi Lin Guangtao Zhai EGVM 59 15 0 05 Jun 2024
Dr-LLaVA: Visual Instruction Tuning with Symbolic Clinical Grounding Shenghuan Sun Gregory M. Goldgof Alexander Schubert Zhiqing Sun Thomas Hartvigsen A. Butte Ahmed Alaa LM&MA 27 4 0 29 May 2024
Adaptive Image Quality Assessment via Teaching Large Multimodal Model to Compare Hanwei Zhu Haoning Wu Yixuan Li Zicheng Zhang Baoliang Chen Lingyu Zhu Yuming Fang Guangtao Zhai Weisi Lin Shiqi Wang 38 18 0 29 May 2024
Reason3D: Searching and Reasoning 3D Segmentation via Large Language Model Kuan-Chih Huang Xiangtai Li Lu Qi Shuicheng Yan Ming-Hsuan Yang LRM 66 9 0 27 May 2024
How Culturally Aware are Vision-Language Models? Olena Burda-Lassen Aman Chadha Shashank Goswami Vinija Jain VLM 34 0 0 24 May 2024
A Survey on Vision-Language-Action Models for Embodied AI Yueen Ma Zixing Song Yuzheng Zhuang Jianye Hao Irwin King LM&Ro 67 41 0 23 May 2024
TinyLLaVA Factory: A Modularized Codebase for Small-scale Large Multimodal Models Junlong Jia Ying Hu Xi Weng Yiming Shi Miao Li ... Baichuan Zhou Ziyu Liu Jie Luo Lei Huang Ji Wu 30 9 0 20 May 2024
Simplifying Multimodality: Unimodal Approach to Multimodal Challenges in Radiology with General-Domain Large Language Model Seonhee Cho Choonghan Kim Jiho Lee Chetan Chilkunda Sujin Choi Joo Heung Yoon 44 0 0 29 Apr 2024
Do Vision & Language Decoders use Images and Text equally? How Self-consistent are their Explanations? Letitia Parcalabescu Anette Frank MLLM CoGe VLM 79 3 0 29 Apr 2024
From Matching to Generation: A Survey on Generative Information Retrieval Xiaoxi Li Jiajie Jin Yujia Zhou Yuyao Zhang Peitian Zhang Yutao Zhu Zhicheng Dou 3DV 67 45 0 23 Apr 2024
HOI-Ref: Hand-Object Interaction Referral in Egocentric Vision Siddhant Bansal Michael Wray Dima Damen 31 3 0 15 Apr 2024
EgoExoLearn: A Dataset for Bridging Asynchronous Ego- and Exo-centric View of Procedural Activities in Real World Yifei Huang Guo Chen Jilan Xu Mingfang Zhang Lijin Yang ... Hongjie Zhang Lu Dong Yali Wang Limin Wang Yu Qiao EgoV 54 35 0 24 Mar 2024
On Large Visual Language Models for Medical Imaging Analysis: An Empirical Study Minh-Hao Van Prateek Verma Xintao Wu LM&MA 25 28 0 21 Feb 2024
VL-Trojan: Multimodal Instruction Backdoor Attacks against Autoregressive Visual Language Models Jiawei Liang Siyuan Liang Man Luo Aishan Liu Dongchen Han Ee-Chien Chang Xiaochun Cao 38 37 0 21 Feb 2024
Dolphins: Multimodal Language Model for Driving Yingzi Ma Yulong Cao Jiachen Sun Marco Pavone Chaowei Xiao MLLM 21 49 0 01 Dec 2023
Text as Images: Can Multimodal Large Language Models Follow Printed Instructions in Pixels? Xiujun Li Yujie Lu Zhe Gan Jianfeng Gao William Yang Wang Yejin Choi VLM MLLM 28 1 0 29 Nov 2023
Towards Improving Document Understanding: An Exploration on Text-Grounding via MLLMs Yonghui Wang Wen-gang Zhou Hao Feng Keyi Zhou Houqiang Li 50 18 0 22 Nov 2023
JudgeLM: Fine-tuned Large Language Models are Scalable Judges Lianghui Zhu Xinggang Wang Xinlong Wang ELM ALM 54 106 0 26 Oct 2023
AnyMAL: An Efficient and Scalable Any-Modality Augmented Language Model Avamarie Brueggeman Andrea Madotto Zhaojiang Lin Tushar Nagarajan Matt Smith ... Peyman Heidari Yue Liu Kavya Srinet Babak Damavandi Anuj Kumar MLLM 24 92 0 27 Sep 2023
InternLM-XComposer: A Vision-Language Large Model for Advanced Text-image Comprehension and Composition Pan Zhang Xiaoyi Wang Bin Wang Yuhang Cao Chao Xu ... Conghui He Xingcheng Zhang Yu Qiao Da Lin Jiaqi Wang MLLM 61 222 0 26 Sep 2023
A Joint Study of Phrase Grounding and Task Performance in Vision and Language Models Noriyuki Kojima Hadar Averbuch-Elor Yoav Artzi 21 2 0 06 Sep 2023
Sparkles: Unlocking Chats Across Multiple Images for Multimodal Instruction-Following Models Yupan Huang Zaiqiao Meng Fangyu Liu Yixuan Su Nigel Collier Yutong Lu MLLM 28 21 0 31 Aug 2023