Title
MM-GEN: Enhancing Task Performance Through Targeted Multimodal Data Curation S. Joshi Besmira Nushi Vidhisha Balachandran Varun Chandrasekaran Vibhav Vineet Neel Joshi Baharan Mirzasoleiman MLLM VLM 49 0 0 07 Jan 2025
Sa2VA: Marrying SAM2 with LLaVA for Dense Grounded Understanding of Images and Videos Haobo Yuan Xianrui Li Tao Zhang Zilong Huang Shilin Xu S. Ji Yunhai Tong Lu Qi Jiashi Feng Ming Yang VLM 96 12 0 07 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 64 3 0 06 Jan 2025
FOLDER: Accelerating Multi-modal Large Language Models with Enhanced Performance Haicheng Wang Zhemeng Yu Gabriele Spadaro Chen Ju Victor Quétu Enzo Tartaglione Enzo Tartaglione VLM 141 3 0 05 Jan 2025
Accounting for Focus Ambiguity in Visual Questions Chongyan Chen Yu-Yun Tseng Zhuoheng Li Anush Venkatesh Danna Gurari 46 0 0 04 Jan 2025
MLVU: Benchmarking Multi-task Long Video Understanding Yueze Wang Yan Shu Bo Zhao Boya Wu Junjie Zhou ... Xi Yang Y. Xiong Bo Zhang Tiejun Huang Zheng Liu VLM 58 11 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 43 2 0 01 Jan 2025
SilVar: Speech Driven Multimodal Model for Reasoning Visual Question Answering and Object Localization Tan-Hanh Pham Hoang-Nam Le Phu-Vinh Nguyen Chris Ngo Truong-Son Hy AuLLM LRM 81 1 0 21 Dec 2024
HoVLE: Unleashing the Power of Monolithic Vision-Language Models with Holistic Vision-Language Embedding Chenxin Tao Shiqian Su X. Zhu Chenyu Zhang Zhe Chen ... Wenhai Wang Lewei Lu Gao Huang Yu Qiao Jifeng Dai MLLM VLM 104 2 0 20 Dec 2024
Thinking in Space: How Multimodal Large Language Models See, Remember, and Recall Spaces Jihan Yang Shusheng Yang Anjali W. Gupta Rilyn Han Li Fei-Fei Saining Xie LRM 124 55 0 18 Dec 2024
LLaVA-UHD v2: an MLLM Integrating High-Resolution Semantic Pyramid via Hierarchical Window Transformer Yipeng Zhang Yi Liu Zonghao Guo Yidan Zhang Xuesong Yang ... Yuan Yao Zhiyuan Liu Tat-Seng Chua Maosong Sun Maosong Sun MLLM VLM 89 0 0 18 Dec 2024
Activating Distributed Visual Region within LLMs for Efficient and Effective Vision-Language Training and Inference Siyuan Wang Dianyi Wang Chengxing Zhou Zejun Li Zhihao Fan Xuanjing Huang Zhongyu Wei VLM 222 0 0 17 Dec 2024
CoMT: A Novel Benchmark for Chain of Multi-modal Thought on Large Vision-Language Models Zihui Cheng Qiguang Chen Jin Zhang Hao Fei Xiaocheng Feng Wanxiang Che Min Li L. Qin VLM MLLM LRM 75 4 0 17 Dec 2024
EVLM: Self-Reflective Multimodal Reasoning for Cross-Dimensional Visual Editing Umar Khalid Hasan Iqbal Azib Farooq Nazanin Rahnavard Jing Hua ... H. Iqbal Azib Farooq Nazanin Rahnavard Jing Hua Chen Chen 77 0 0 13 Dec 2024
Lyra: An Efficient and Speech-Centric Framework for Omni-Cognition Zhisheng Zhong Chengyao Wang Yuqi Liu Senqiao Yang Longxiang Tang ... Shaozuo Yu Sitong Wu Eric Lo Shu Liu Jiaya Jia AuLLM 108 7 0 12 Dec 2024
Olympus: A Universal Task Router for Computer Vision Tasks Yuanze Lin Yunsheng Li Dongdong Chen Weijian Xu Ronald Clark Philip Torr VLM ObjD 227 0 0 12 Dec 2024
Florence-VL: Enhancing Vision-Language Models with Generative Vision Encoder and Depth-Breadth Fusion Jiuhai Chen Jianwei Yang Haiping Wu Dianqi Li Jianfeng Gao Tianyi Zhou Bin Xiao VLM 62 4 0 05 Dec 2024
Bench-CoE: a Framework for Collaboration of Experts from Benchmark Yuanshuai Wang Xingjian Zhang Jinkun Zhao Siwei Wen Peilin Feng Shuhao Liao Lei Huang Wenjun Wu MoE ALM 85 2 0 05 Dec 2024
EgoPlan-Bench2: A Benchmark for Multimodal Large Language Model Planning in Real-World Scenarios Lu Qiu Yuying Ge Yi Chen Yixiao Ge Ying Shan Xihui Liu LLMAG LRM 101 5 0 05 Dec 2024
Reinforcement Learning Enhanced LLMs: A Survey Shuhe Wang Shengyu Zhang Jun Zhang Runyi Hu Xiaoya Li Tianwei Zhang Jiwei Li Fei Wu G. Wang Eduard H. Hovy OffRL 134 7 0 05 Dec 2024
AV-Odyssey Bench: Can Your Multimodal LLMs Really Understand Audio-Visual Information? Kaixiong Gong Kaituo Feng Yangqiu Song Yibing Wang Mofan Cheng ... Jiaming Han Benyou Wang Yutong Bai Zhengyuan Yang Xiangyu Yue MLLM AuLLM VLM 91 5 0 03 Dec 2024
ScImage: How Good Are Multimodal Large Language Models at Scientific Text-to-Image Generation? Leixin Zhang Steffen Eger Yinjie Cheng Weihe Zhai Jonas Belouadi Christoph Leiter Simone Paolo Ponzetto Fahimeh Moafian Zhixue Zhao MLLM 93 1 0 03 Dec 2024
Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey Yunkai Dang Kaichen Huang Jiahao Huo Yibo Yan S. Huang ... Kun Wang Yong Liu Jing Shao Hui Xiong Xuming Hu LRM 104 15 0 03 Dec 2024
VISCO: Benchmarking Fine-Grained Critique and Correction Towards Self-Improvement in Visual Reasoning Xueqing Wu Yuheng Ding Bingxuan Li Pan Lu Da Yin Kai-Wei Chang Nanyun Peng LRM 108 3 0 03 Dec 2024
VLsI: Verbalized Layers-to-Interactions from Large to Small Vision Language Models Byung-Kwan Lee Ryo Hachiuma Yu-Chiang Frank Wang Y. Ro Yueh-Hua Wu VLM 81 0 0 02 Dec 2024
Enhancing Perception Capabilities of Multimodal LLMs with Training-Free Fusion Zhuokun Chen Jinwu Hu Zeshuai Deng Yufeng Wang Bohan Zhuang Mingkui Tan 71 0 0 02 Dec 2024
COSMOS: Cross-Modality Self-Distillation for Vision Language Pre-training Sanghwan Kim Rui Xiao Mariana-Iuliana Georgescu Stephan Alaniz Zeynep Akata VLM 85 2 0 02 Dec 2024
OBI-Bench: Can LMMs Aid in Study of Ancient Script on Oracle Bones? Z. Chen Tingzhu Chen Wenjun Zhang Guangtao Zhai 99 3 0 02 Dec 2024
ElectroVizQA: How well do Multi-modal LLMs perform in Electronics Visual Question Answering? Pragati Shuddhodhan Meshram Swetha Karthikeyan Bhavya Suma Bhat 104 0 0 27 Nov 2024
ChatRex: Taming Multimodal LLM for Joint Perception and Understanding Qing Jiang Gen Luo Yuqin Yang Yuda Xiong Yihao Chen Zhaoyang Zeng Tianhe Ren Lei Zhang VLM LRM 109 7 0 27 Nov 2024
Evaluating Vision-Language Models as Evaluators in Path Planning Mohamed Aghzal Xiang Yue Erion Plaku Ziyu Yao LRM 77 1 0 27 Nov 2024
NEMO: Can Multimodal LLMs Identify Attribute-Modified Objects? Jiaxuan Li Junwen Mo MinhDuc Vo Akihiro Sugimoto Hideki Nakayama 90 0 0 26 Nov 2024
VLRewardBench: A Challenging Benchmark for Vision-Language Generative Reward Models Lei Li Y. X. Wei Zhihui Xie Xuqing Yang Yifan Song ... Tianyu Liu Sujian Li Bill Yuchen Lin Lingpeng Kong Qiang Liu CoGe VLM 123 25 0 26 Nov 2024
RoboSpatial: Teaching Spatial Understanding to 2D and 3D Vision-Language Models for Robotics Chan Hee Song Valts Blukis Jonathan Tremblay Stephen Tyree Yu-Chuan Su Stan Birchfield 96 6 0 25 Nov 2024
All Languages Matter: Evaluating LMMs on Culturally Diverse 100 Languages Ashmal Vayani Dinura Dissanayake Hasindri Watawana Noor Ahsan Nevasini Sasikumar ... Monojit Choudhury Ivan Laptev Mubarak Shah Salman Khan Fahad A Khan 124 8 0 25 Nov 2024
Is 'Right' Right? Enhancing Object Orientation Understanding in Multimodal Large Language Models through Egocentric Instruction Tuning Ji Hyeok Jung Eun Tae Kim S. Kim Joo Ho Lee Bumsoo Kim Buru Chang VLM 224 0 0 24 Nov 2024
Benchmarking Multimodal Models for Ukrainian Language Understanding Across Academic and Cultural Domains Yurii Paniv Artur Kiulian Dmytro Chaplynskyi M. Khandoga Anton Polishko Tetiana Bas Guillermo Gabrielli 73 1 0 22 Nov 2024
FuseGPT: Learnable Layers Fusion of Generative Pre-trained Transformers Zehua Pei Hui-Ling Zhen Xianzhi Yu Sinno Jialin Pan M. Yuan Bei Yu AI4CE 89 0 0 21 Nov 2024
DriveMLLM: A Benchmark for Spatial Understanding with Multimodal Large Language Models in Autonomous Driving Xianda Guo Ruijun Zhang Yiqun Duan Yuhang He Chenming Zhang Shuai Liu Long Chen LRM 91 11 0 20 Nov 2024
BetterBench: Assessing AI Benchmarks, Uncovering Issues, and Establishing Best Practices Anka Reuel Amelia F. Hardy Chandler Smith Max Lamparth Malcolm Hardy Mykel J. Kochenderfer ELM 81 17 0 20 Nov 2024
Beyond Visual Understanding: Introducing PARROT-360V for Vision Language Model Benchmarking Harsha Vardhan Khurdula Basem Rizk Indus Khaitan Janit Anjaria Aviral Srivastava Rajvardhan Khaitan ELM VLM LRM 74 0 0 20 Nov 2024
AtomThink: A Slow Thinking Framework for Multimodal Mathematical Reasoning Kun Xiang Zhili Liu Zihao Jiang Yunshuang Nie Runhui Huang ... Yihan Zeng J. Han Lanqing Hong Hang Xu Xiaodan Liang LRM 109 10 0 18 Nov 2024
VidComposition: Can MLLMs Analyze Compositions in Compiled Videos? Yunlong Tang Junjia Guo Hang Hua Susan Liang Mingqian Feng ... Chao Huang Jing Bi Zeliang Zhang Pooyan Fazli Chenliang Xu CoGe 79 8 0 17 Nov 2024
Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization Weiyun Wang Zhe Chen Wenhai Wang Yue Cao Yangzhou Liu ... Jinguo Zhu X. Zhu Lewei Lu Yu Qiao Jifeng Dai LRM 62 48 1 15 Nov 2024
Multimodal Instruction Tuning with Hybrid State Space Models Jianing Zhou Han Li Shuai Zhang Ning Xie Ruijie Wang Xiaohan Nie Sheng Liu Lingyun Wang 43 0 0 13 Nov 2024
M-Longdoc: A Benchmark For Multimodal Super-Long Document Understanding And A Retrieval-Aware Tuning Framework Yew Ken Chia Liying Cheng Hou Pong Chan Chaoqun Liu Maojia Song Sharifah Mahani Aljunied Soujanya Poria Lidong Bing RALM VLM 48 4 0 09 Nov 2024
HourVideo: 1-Hour Video-Language Understanding Keshigeyan Chandrasegaran Agrim Gupta Lea M. Hadzic Taran Kota Jimming He Cristobal Eyzaguirre Zane Durante Manling Li Jiajun Wu L. Fei-Fei VLM 53 34 0 07 Nov 2024
Needle Threading: Can LLMs Follow Threads through Near-Million-Scale Haystacks? Jonathan Roberts Kai Han Samuel Albanie LLMAG 180 0 0 07 Nov 2024
Medical Adaptation of Large Language and Vision-Language Models: Are We Making Progress? Daniel P. Jeong Saurabh Garg Zachary Chase Lipton Michael Oberst LM&MA VLM ELM 39 9 0 06 Nov 2024
M3SciQA: A Multi-Modal Multi-Document Scientific QA Benchmark for Evaluating Foundation Models Chuhan Li Ziyao Shangguan Yilun Zhao Deyuan Li Y. Liu Arman Cohan 34 0 0 06 Nov 2024