Title
CoMP: Continual Multimodal Pre-training for Vision Foundation Models Yuxiao Chen L. Meng Wujian Peng Zuxuan Wu Yu-Gang Jiang VLM 53 0 0 24 Mar 2025
SlowFast-LLaVA-1.5: A Family of Token-Efficient Video Large Language Models for Long-Form Video Understanding Mingze Xu Mingfei Gao Shiyu Li Jiasen Lu Zhe Gan Zhengfeng Lai Meng Cao Kai Kang Yuqing Yang Afshin Dehghan 59 2 0 24 Mar 2025
MMCR: Advancing Visual Language Model in Multimodal Multi-Turn Contextual Reasoning Dawei Yan Yangfu Li Qing-Guo Chen Weihua Luo Peng Wang H. Zhang Chunhua Shen VGen VLM LRM 72 0 0 24 Mar 2025
VTD-CLIP: Video-to-Text Discretization via Prompting CLIP Wencheng Zhu Yuexin Wang Hongxuan Li Pengfei Zhu Q. Hu CLIP 52 0 0 24 Mar 2025
Vision-R1: Evolving Human-Free Alignment in Large Vision-Language Models via Vision-Guided Reinforcement Learning Yufei Zhan Yousong Zhu Shurong Zheng Hongyin Zhao Fan Yang Ming Tang J. T. Wang VLM 67 3 0 23 Mar 2025
A Survey on Mathematical Reasoning and Optimization with Large Language Models Ali Forootani OffRL LRM AI4CE 45 0 0 22 Mar 2025
4D-Bench: Benchmarking Multi-modal Large Language Models for 4D Object Understanding Wenxuan Zhu Bing Li Cheng Zheng Jinjie Mai Jun-Cheng Chen ... Abdullah Hamdi Sara Rojas Martinez Chia-Wen Lin Mohamed Elhoseiny Bernard Ghanem VLM 48 0 0 22 Mar 2025
When Less is Enough: Adaptive Token Reduction for Efficient Image Representation Eduard Allakhverdov Elizaveta Goncharova Andrey Kuznetsov 42 0 0 20 Mar 2025
Forensics-Bench: A Comprehensive Forgery Detection Benchmark Suite for Large Vision Language Models Jin Wang Chenghui Lv Xian Li Shichao Dong Huadong Li Kelu Yao Chao Li Wenqi Shao Ping Luo 62 1 0 19 Mar 2025
Neuro Symbolic Knowledge Reasoning for Procedural Video Question Answering Thanh-Son Nguyen Hong Yang Tzeh Yuan Neoh Hao Zhang Ee Yeo Keat Basura Fernando NAI 59 0 0 19 Mar 2025
UPME: An Unsupervised Peer Review Framework for Multimodal Large Language Model Evaluation Qihui Zhang Munan Ning Zheyuan Liu Yanbo Wang Jiayi Ye Yue Huang Shuo Yang Xiao Chen Y. Song Li Yuan LRM 61 0 0 19 Mar 2025
Aligning Multimodal LLM with Human Preference: A Survey Tao Yu Yuyao Zhang Chaoyou Fu Junkang Wu Jinda Lu ... Qingsong Wen Z. Zhang Yan Huang Liang Wang Tieniu Tan 188 2 0 18 Mar 2025
Creation-MMBench: Assessing Context-Aware Creative Intelligence in MLLM Xinyu Fang Z. Chen Kai Lan Lixin Ma Shengyuan Ding ... Zicheng Zhang Guofeng Zhang Haodong Duan K. Chen Dahua Lin MLLM 66 1 0 18 Mar 2025
Identifying and Mitigating Position Bias of Multi-image Vision-Language Models Xinyu Tian Shu Zou Zhaoyuan Yang Jing Zhang 63 0 0 18 Mar 2025
Can Large Vision Language Models Read Maps Like a Human? Shuo Xing Zezhou Sun Shuangyu Xie Kaiyuan Chen Yanjia Huang Yuping Wang Jiachen Li Dezhen Song Zhengzhong Tu 68 2 0 18 Mar 2025
Growing a Twig to Accelerate Large Vision-Language Models Zhenwei Shao Mingyang Wang Zhou Yu Wenwen Pan Yan Yang Tao Wei Hao Zhang Ning Mao Wei Chen Jun Yu VLM 67 1 0 18 Mar 2025
Sightation Counts: Leveraging Sighted User Feedback in Building a BLV-aligned Dataset of Diagram Descriptions Wan Ju Kang Eunki Kim Na Min An Sangryul Kim Haemin Choi Ki Hoon Kwak James Thorne 49 0 0 17 Mar 2025
MaTVLM: Hybrid Mamba-Transformer for Efficient Vision-Language Modeling Yingyue Li Bencheng Liao Wenyu Liu Xinggang Wang Mamba 63 0 0 17 Mar 2025
Task-Oriented Feature Compression for Multimodal Understanding via Device-Edge Co-Inference Cheng Yuan Ziqiang Liu Jiashu Lv Jiawei Shao Yufei Jiang Jun Zhang Xuelong Li 50 1 0 17 Mar 2025
DeepPerception: Advancing R1-like Cognitive Visual Perception in MLLMs for Knowledge-Intensive Visual Grounding Xinyu Ma Ziyang Ding Zhicong Luo Chong Chen Zonghao Guo Derek F. Wong Xiaoyi Feng Maosong Sun VLM LRM 76 0 0 17 Mar 2025
From Head to Tail: Towards Balanced Representation in Large Vision-Language Models through Adaptive Data Calibration Mingyang Song Xiaoye Qu Jiawei Zhou Yu-Xi Cheng VLM 62 1 0 17 Mar 2025
NuPlanQA: A Large-Scale Dataset and Benchmark for Multi-View Driving Scene Understanding in Multi-Modal Large Language Models Sung-Yeon Park Can Cui Yunsheng Ma Ahmadreza Moradipari Rohit Gupta Kyungtae Han Ziran Wang 34 0 0 17 Mar 2025
BREEN: Bridge Data-Efficient Encoder-Free Multimodal Learning with Learnable Queries Tianle Li Yongming Rao Winston Hu Yu Cheng MLLM 68 0 0 16 Mar 2025
CapArena: Benchmarking and Analyzing Detailed Image Captioning in the LLM Era Kanzhi Cheng Wenpo Song Jiaxin Fan Zheng Ma Qiushi Sun Fangzhi Xu Chenyang Yan Nuo Chen Jianbing Zhang Jiajun Chen MLLM VLM 55 1 0 16 Mar 2025
Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey Yansen Wang Shengqiong Wu Yuyao Zhang William Yang Wang Ziwei Liu Jiebo Luo Hao Fei LRM 92 9 0 16 Mar 2025
VisualPRM: An Effective Process Reward Model for Multimodal Reasoning Weiyun Wang Zhangwei Gao L. Chen Zhe Chen Jinguo Zhu ... Lewei Lu Haodong Duan Yu Qiao Jifeng Dai Wenhai Wang LRM 68 11 0 13 Mar 2025
Towards Understanding Graphical Perception in Large Multimodal Models Kai Zhang Jianwei Yang J. Inala Chandan Singh Jianfeng Gao Yu Su Chenglong Wang 53 1 0 13 Mar 2025
VisualWebInstruct: Scaling up Multimodal Instruction Data through Web Search Yiming Jia Jiashi Li Xiang Yue Bo Li Ping Nie Kai Zou Wenhu Chen LRM 79 2 0 13 Mar 2025
SciVerse: Unveiling the Knowledge Comprehension and Visual Reasoning of LMMs on Multi-modal Scientific Problems Ziyu Guo Ray Zhang Hao Chen Jialin Gao Dongzhi Jiang Jiaze Wang Pheng-Ann Heng 56 2 0 13 Mar 2025
VisTW: Benchmarking Vision-Language Models for Traditional Chinese in Taiwan Zhi Rui Tam Ya-Ting Pai Yen-Wei Lee Yun-Nung Chen CoGe 104 0 0 13 Mar 2025
HaploVL: A Single-Transformer Baseline for Multi-Modal Understanding Rui Yang Lin Song Yicheng Xiao Runhui Huang Yixiao Ge Ying Shan Hengshuang Zhao MLLM 62 0 0 12 Mar 2025
Cockatiel: Ensembling Synthetic and Human Preferenced Training for Detailed Video Caption Luozheng Qin Zhiyu Tan Mengping Yang Xiaomeng Yang Hao Li 87 0 0 12 Mar 2025
OmniMamba: Efficient and Unified Multimodal Understanding and Generation via State Space Models Jialv Zou Bencheng Liao Qian Zhang Wenyu Liu Xinggang Wang Mamba MLLM 82 1 0 11 Mar 2025
ALLVB: All-in-One Long Video Understanding Benchmark Xichen Tan Yuanjing Luo Yunfan Ye Fang Liu Zhiping Cai MLLM VLM 85 0 0 10 Mar 2025
MapQA: Open-domain Geospatial Question Answering on Map Data Zekun Li Malcolm Grossman Eric Qasemi Mihir Kulkarni Muhao Chen Yao-Yi Chiang 58 1 0 10 Mar 2025
Painting with Words: Elevating Detailed Image Captioning with Benchmark and Alignment Learning Qinghao Ye Xianhan Zeng Fu Li Chong Li Haoqi Fan CoGe 86 0 0 10 Mar 2025
Statistical Study of Sensor Data and Investigation of ML-based Calibration Algorithms for Inexpensive Sensor Modules: Experiments from Cape Point Travis Barrett Amit Kumar Mishra 45 0 0 09 Mar 2025
ProJudge: A Multi-Modal Multi-Discipline Benchmark and Instruction-Tuning Dataset for MLLM-based Process Judges Jiaxin Ai Pengfei Zhou Zhaopan Xu Ming Li Fanrui Zhang ... Jianwen Sun Yukang Feng Baojin Huang Zhongyuan Wang Kaipeng Zhang ELM 172 0 0 09 Mar 2025
SemHiTok: A Unified Image Tokenizer via Semantic-Guided Hierarchical Codebook for Multimodal Understanding and Generation Zhenpeng Chen Chunwei Wang Xiuwei Chen Hang Xu J. Han Xiandan Liang VLM 71 1 0 09 Mar 2025
GenieBlue: Integrating both Linguistic and Multimodal Capabilities for Large Language Models on Mobile Devices Xudong Lu Yinghao Chen Renshou Wu Haohao Gao Xi Chen ... Fangyuan Li Yafei Wen Xiaoxin Chen Shuai Ren Hongsheng Li 75 0 0 08 Mar 2025
CASP: Compression of Large Multimodal Models Based on Attention Sparsity Mohsen Gholami Mohammad Akbari Kevin Cannons Yong Zhang 65 0 0 07 Mar 2025
DivPrune: Diversity-based Visual Token Pruning for Large Multimodal Models Saeed Ranjbar Alvar Gursimran Singh Mohammad Akbari Yong Zhang VLM 77 0 0 04 Mar 2025
OWLViz: An Open-World Benchmark for Visual Question Answering T. Nguyen Dang Nguyen Hoang Nguyen Thuan Luong Long Hoang Dang Viet Dac Lai VLM 66 0 0 04 Mar 2025
Seeing is Understanding: Unlocking Causal Attention into Modality-Mutual Attention for Multimodal LLMs Wei-Yao Wang Zhao Wang Helen Suzuki Yoshiyuki Kobayashi LRM 58 1 0 04 Mar 2025
Words or Vision: Do Vision-Language Models Have Blind Faith in Text? Ailin Deng Tri Cao Zhirui Chen Bryan Hooi VLM 99 2 0 04 Mar 2025
Phi-4-Mini Technical Report: Compact yet Powerful Multimodal Language Models via Mixture-of-LoRAs Abdelrahman Abouelenin Atabak Ashfaq Adam Atkinson Hany Awadalla Nguyen Bach ... Ishmam Zabir Yunan Zhang Li Zhang Wenjie Qu Xiren Zhou MoE SyDa 76 28 0 03 Mar 2025
AesthetiQ: Enhancing Graphic Layout Design via Aesthetic-Aware Preference Alignment of Multi-modal Large Language Models Sohan Patnaik Rishabh Jain Balaji Krishnamurthy Mausoom Sarkar 34 0 0 01 Mar 2025
FC-Attack: Jailbreaking Large Vision-Language Models via Auto-Generated Flowcharts Ziyi Zhang Zhen Sun Zhe Zhang Jihui Guo Xinlei He AAML 55 2 0 28 Feb 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
RoboBrain: A Unified Brain Model for Robotic Manipulation from Abstract to Concrete Yuheng Ji Huajie Tan Jiayu Shi Xiaoshuai Hao Yuan Zhang ... Huaihai Lyu Xiaolong Zheng Jiaming Liu Zhongyuan Wang Shanghang Zhang 102 8 0 28 Feb 2025