Title
Cross-Image Contrastive Decoding: Precise, Lossless Suppression of Language Priors in Large Vision-Language Models Jianfei Zhao Feng Zhang Xingchen Sun Chong Feng MLLM 28 0 0 15 May 2025
Extending Large Vision-Language Model for Diverse Interactive Tasks in Autonomous Driving Zongchuang Zhao Haoyu Fu Dingkang Liang Xin Zhou Dingyuan Zhang Hongwei Xie Bing Wang Xiang Bai MLLM VLM 49 0 0 13 May 2025
From Seeing to Doing: Bridging Reasoning and Decision for Robotic Manipulation Yifu Yuan Haiqin Cui Yibin Chen Zibin Dong Fei Ni Longxin Kou Jinyi Liu Pengyi Li Yan Zheng Jianye Hao 31 0 0 13 May 2025
RESAnything: Attribute Prompting for Arbitrary Referring Segmentation Ruiqi Wang Hao Zhang VLM 56 0 0 03 May 2025
ScaleTrack: Scaling and back-tracking Automated GUI Agents Jing Huang Zhixiong Zeng WenKang Han Yufeng Zhong Liming Zheng Shuai Fu Jingyuan Chen Lin Ma 131 0 0 01 May 2025
RoboGround: Robotic Manipulation with Grounded Vision-Language Priors Haifeng Huang Xinyi Chen Y. Chen Hao Li Xiaoshen Han Zihao Wang Tai Wang Jiangmiao Pang Zhou Zhao LM&Ro 80 0 0 30 Apr 2025
Vision-Language Models Are Not Pragmatically Competent in Referring Expression Generation Ziqiao Ma Jing Ding Xuejun Zhang Dezhi Luo Jiahe Ding Sihan Xu Yuchen Huang Run Peng Joyce Chai 51 0 0 22 Apr 2025
DyFo: A Training-Free Dynamic Focus Visual Search for Enhancing LMMs in Fine-Grained Visual Understanding Geng Li Jinglin Xu Yunzhen Zhao Yuxin Peng ObjD 32 0 0 21 Apr 2025
Visual Intention Grounding for Egocentric Assistants Pengzhan Sun Junbin Xiao Tze Ho Elden Tse Yicong Li Arjun Akula Angela Yao EgoV 52 0 0 18 Apr 2025
EarthGPT-X: Enabling MLLMs to Flexibly and Comprehensively Understand Multi-Source Remote Sensing Imagery Wei Zhang Miaoxin Cai Yaqian Ning T. Zhang Yin Zhuang He Chen Jun Li Xuerui Mao 36 0 0 17 Apr 2025
Resampling Benchmark for Efficient Comprehensive Evaluation of Large Vision-Language Models Teppei Suzuki Keisuke Ozawa VLM 46 0 0 14 Apr 2025
Towards Visual Text Grounding of Multimodal Large Language Model Ming Li Ruiyi Zhang Jian Chen Jiuxiang Gu Yufan Zhou Franck Dernoncourt Wanrong Zhu Dinesh Manocha Tong Sun 41 2 0 07 Apr 2025
Window Token Concatenation for Efficient Visual Large Language Models Yifan Li Wentao Bao Botao Ye Zhen Tan Tianlong Chen Huan Liu Yu Kong VLM 44 0 0 05 Apr 2025
STING-BEE: Towards Vision-Language Model for Real-World X-ray Baggage Security Inspection Divya Velayudhan A. Ahmed Mohamad Alansari Neha Gour Abderaouf Behouch ... Muzammal Naseer Juergen Gall Mohammed Bennamoun Ernesto Damiani Naoufel Werghi 50 0 0 03 Apr 2025
MLLM-Selector: Necessity and Diversity-driven High-Value Data Selection for Enhanced Visual Instruction Tuning Yiwei Ma Guohai Xu Xiaoshuai Sun Jiayi Ji Jie Lou Debing Zhang Rongrong Ji 95 0 0 26 Mar 2025
Show or Tell? Effectively prompting Vision-Language Models for semantic segmentation Niccolo Avogaro Thomas Frick Mattia Rigotti A. Bartezzaghi Filip Janicki C. Malossi Konrad Schindler Roy Assaf MLLM VLM 63 0 0 25 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
Visual Position Prompt for MLLM based Visual Grounding Wei Tang Yanpeng Sun Qinying Gu Zechao Li VLM 50 0 0 19 Mar 2025
LEGION: Learning to Ground and Explain for Synthetic Image Detection Hengrui Kang Siwei Wen Zichen Wen Junyan Ye Weijia Li ... Baichuan Zhou Bin Wang Dahua Lin Linfeng Zhang Conghui He 46 0 0 19 Mar 2025
MP-GUI: Modality Perception with MLLMs for GUI Understanding Ziwei Wang Weizhi Chen Leyang Yang Sheng Zhou Shengchu Zhao Hanbei Zhan Jiongchao Jin Liangcheng Li Zirui Shao Jiajun Bu 74 1 0 18 Mar 2025
LED: LLM Enhanced Open-Vocabulary Object Detection without Human Curated Data Generation Yang Zhou Shiyu Zhao Y. Chen Z. Wang Dimitris N. Metaxas Dimitris N. Metaxas ObjD 58 0 0 18 Mar 2025
MMR: A Large-scale Benchmark Dataset for Multi-target and Multi-granularity Reasoning Segmentation Donggon Jang Yucheol Cho Suin Lee Taehyeon Kim Dae-Shik Kim VLM 65 1 0 18 Mar 2025
HiMTok: Learning Hierarchical Mask Tokens for Image Segmentation with Large Multimodal Model Tao Wang Changxu Cheng Lingfeng Wang Senda Chen Wuyue Zhao VLM 72 0 0 17 Mar 2025
DeepPerception: Advancing R1-like Cognitive Visual Perception in MLLMs for Knowledge-Intensive Visual Grounding Xinyu Ma Ziyang Ding Zhicong Luo Cheng Chen Zonghao Guo Derek F. Wong Xiaoyi Feng Maosong Sun VLM LRM 76 0 0 17 Mar 2025
MM-Spatial: Exploring 3D Spatial Understanding in Multimodal LLMs Erik Daxberger Nina Wenzel David Griffiths Haiming Gang Justin Lazarow ... Kai Kang Marcin Eichner Yuqing Yang Afshin Dehghan Peter Grasch 74 3 0 17 Mar 2025
VITED: Video Temporal Evidence Distillation Yujie Lu Yale Song William Yang Wang Lorenzo Torresani Tushar Nagarajan 156 0 0 17 Mar 2025
COIN: Confidence Score-Guided Distillation for Annotation-Free Cell Segmentation Sanghyun Jo Seo Jin Lee Seungwoo Lee Seohyung Hong Hyungseok Seo Kyungsu Kim 48 0 0 14 Mar 2025
GroundingSuite: Measuring Complex Multi-Granular Pixel Grounding R. Hu Lianghui Zhu Yuxuan Zhang Tianheng Cheng Lei Liu Heng Liu Longjin Ran Xiaoxin Chen Wenyu Liu Xinggang Wang ObjD 61 0 0 13 Mar 2025
Referring to Any Person Qing Jiang Lin Wu Zhaoyang Zeng Tianhe Ren Yuda Xiong Yihao Chen Qin Liu Lei Zhang 157 0 0 11 Mar 2025
DiffEGG: Diffusion-Driven Edge Generation as a Pixel-Annotation-Free Alternative for Instance Annotation Sanghyun Jo Ziseok Lee Wooyeol Lee Kyungsu Kim 47 0 0 11 Mar 2025
Think Before You Segment: High-Quality Reasoning Segmentation with GPT Chain of Thoughts Shiu-hong Kao Yu-Wing Tai Chi-Keung Tang LRM MLLM 59 0 0 10 Mar 2025
REF-VLM: Triplet-Based Referring Paradigm for Unified Visual Decoding Yan Tai Luhao Zhu Zhiqiang Chen Ynan Ding Yiying Dong Xiaohong Liu Guodong Guo MLLM ObjD 54 0 0 10 Mar 2025
VisRL: Intention-Driven Visual Perception via Reinforced Reasoning Zhangquan Chen Xufang Luo Dongsheng Li OffRL LRM 72 3 0 10 Mar 2025
Your Large Vision-Language Model Only Needs A Few Attention Heads For Visual Grounding Seil Kang Jinyeong Kim Junhyeok Kim Seong Jae Hwang VLM 93 2 0 08 Mar 2025
Multi-Layer Visual Feature Fusion in Multimodal LLMs: Methods, Analysis, and Best Practices Junyan Lin Haoran Chen Yue Fan Yingqi Fan Xin Jin Hui Su Jinlan Fu Xiaoyu Shen 65 0 0 08 Mar 2025
Bayesian Fields: Task-driven Open-Set Semantic Gaussian Splatting Dominic Maggio Luca Carlone 147 0 0 07 Mar 2025
Teaching Metric Distance to Autoregressive Multimodal Foundational Models Jiwan Chung Saejin Kim Yongrae Jo J. Park Dongjun Min Youngjae Yu 73 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 55 1 0 04 Mar 2025
UFO: A Unified Approach to Fine-grained Visual Perception via Open-ended Language Interface Hao Tang Chenwei Xie Haiyang Wang Xiaoyi Bao Tingyu Weng Pandeng Li Yun Zheng Liwei Wang ObjD VLM 62 0 0 03 Mar 2025
New Dataset and Methods for Fine-Grained Compositional Referring Expression Comprehension via Specialist-MLLM Collaboration X. J. Yang Xiaozhong Liu Peng Wang Guoqing Wang Yuqing Yang H. Shen ObjD 94 0 0 27 Feb 2025
Robin3D: Improving 3D Large Language Model via Robust Instruction Tuning Weitai Kang Haifeng Huang Yuzhang Shang Mubarak Shah Yan Yan 46 7 0 21 Feb 2025
LOVA3: Learning to Visual Question Answering, Asking and Assessment Henry Hengyuan Zhao Pan Zhou Difei Gao Zechen Bai Mike Zheng Shou 82 8 0 21 Feb 2025
Contrastive Localized Language-Image Pre-Training Hong-You Chen Zhengfeng Lai H. Zhang Xuben Wang Marcin Eichner Keen You Meng Cao Bowen Zhang Yuqing Yang Zhe Gan CLIP VLM 68 7 0 20 Feb 2025
InsightVision: A Comprehensive, Multi-Level Chinese-based Benchmark for Evaluating Implicit Visual Semantics in Large Vision Language Models Xiaofei Yin Y. Hong Ya Guo Yi Tu Weiqiang Wang Gongshen Liu Huijia Zhu VLM 63 0 0 19 Feb 2025
Magma: A Foundation Model for Multimodal AI Agents Jianwei Yang Reuben Tan Qianhui Wu Ruijie Zheng Baolin Peng ... Seonghyeon Ye Joel Jang Yuquan Deng Lars Liden Jianfeng Gao VLM AI4TS 122 9 0 18 Feb 2025
Pixel-Level Reasoning Segmentation via Multi-turn Conversations Dexian Cai Xiaocui Yang Yongkang Liu Daling Wang Shi Feng Yifei Zhang Soujanya Poria LRM 87 0 0 13 Feb 2025
AutoGUI: Scaling GUI Grounding with Automatic Functionality Annotations from LLMs Hongxin Li Jingfan Chen Jingran Su Yuntao Chen Qing Li Zhaoxiang Zhang 156 0 0 04 Feb 2025
Multi-task Visual Grounding with Coarse-to-Fine Consistency Constraints Ming Dai Jian Li Jiedong Zhuang Xian Zhang Wankou Yang ObjD 42 1 0 12 Jan 2025
Feedback-Driven Vision-Language Alignment with Minimal Human Supervision Giorgio Giannone Ruoteng Li Qianli Feng Evgeny Perevodchikov Rui Chen Aleix M. Martinez VLM 66 0 0 08 Jan 2025
Finer: Investigating and Enhancing Fine-Grained Visual Concept Recognition in Large Vision Language Models Jeonghwan Kim Heng Ji MLLM 35 2 0 08 Jan 2025