Title
Flash-VL 2B: Optimizing Vision-Language Model Performance for Ultra-Low Latency and High Throughput Bo Zhang Shuo Li Runhe Tian Yang Yang Jixin Tang Jinhao Zhou Lin Ma VLM 27 0 0 14 May 2025
Visual Instruction Tuning with Chain of Region-of-Interest Yixin Chen Shuai Zhang Boran Han Bernie Wang 26 0 0 11 May 2025
Multimodal Large Language Models for Enhanced Traffic Safety: A Comprehensive Review and Future Trends M. Tami Mohammed Elhenawy Huthaifa I. Ashqar 41 0 0 21 Apr 2025
Fwd2Bot: LVLM Visual Token Compression with Double Forward Bottleneck Adrian Bulat Yassine Ouali Georgios Tzimiropoulos 149 0 0 27 Mar 2025
Harmonizing Visual Representations for Unified Multimodal Understanding and Generation Size Wu W. Zhang Lumin Xu Sheng Jin Zhonghua Wu Qingyi Tao Wentao Liu Wei Li Chen Change Loy VGen 153 2 0 27 Mar 2025
InternVL-X: Advancing and Accelerating InternVL Series with Efficient Visual Token Compression Dongchen Lu Yuyao Sun Zilu Zhang Leping Huang Jianliang Zeng Mao Shu Huo Cao 39 0 0 27 Mar 2025
Dynamic Pyramid Network for Efficient Multimodal Large Language Model Hao Ai Kunyi Wang Zezhou Wang H. Lu Jin Tian Yaxin Luo Peng-Fei Xing Jen-Yuan Huang Huaxia Li Gen Luo MLLM VLM 110 0 0 26 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
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 73 0 0 08 Mar 2025
MINT: Multi-modal Chain of Thought in Unified Generative Models for Enhanced Image Generation Yi Wang Mushui Liu Wanggui He Longxiang Zhang Z. Huang ... H. Li Weilong Dai Mingli Song Jie Song Hao Jiang MLLM MoE LRM 80 1 0 03 Mar 2025
Vision-Language Models for Edge Networks: A Comprehensive Survey Ahmed Sharshar Latif U. Khan Waseem Ullah Mohsen Guizani VLM 70 3 0 11 Feb 2025
LLaVA-Mini: Efficient Image and Video Large Multimodal Models with One Vision Token Shaolei Zhang Qingkai Fang Zhe Yang Yang Feng MLLM VLM 69 25 0 07 Jan 2025
Efficient Architectures for High Resolution Vision-Language Models Miguel Carvalho Bruno Martins MLLM VLM 40 0 0 05 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 99 48 0 03 Jan 2025
A Comprehensive Survey of Large Language Models and Multimodal Large Language Models in Medicine Hanguang Xiao Feizhong Zhou X. Liu Tianqi Liu Zhipeng Li Xin Liu Xiaoxuan Huang AILaw LM&MA LRM 61 18 0 31 Dec 2024
Foundation Models and Adaptive Feature Selection: A Synergistic Approach to Video Question Answering Sai Bhargav Rongali M. Cui Ankit Jha Neha Bhargava Saurabh Prasad Biplab Banerjee 79 0 0 12 Dec 2024
Olympus: A Universal Task Router for Computer Vision Tasks Yuanze Lin Yunsheng Li Dongdong Chen Weijian Xu Ronald Clark Philip H. S. Torr VLM ObjD 191 0 0 12 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
Align-KD: Distilling Cross-Modal Alignment Knowledge for Mobile Vision-Language Model Qianhan Feng Wenshuo Li Tong Lin Xinghao Chen VLM 67 0 0 02 Dec 2024
Enhancing Instruction-Following Capability of Visual-Language Models by Reducing Image Redundancy Te Yang Jian Jia Xiangyu Zhu Weisong Zhao Bo Wang ... Shengyuan Liu Quan Chen Peng Jiang Kun Gai Zhen Lei 64 1 0 23 Nov 2024
freePruner: A Training-free Approach for Large Multimodal Model Acceleration Bingxin Xu Yuzhang Shang Yunhao Ge Qian Lou Yan Yan 97 3 0 23 Nov 2024
MMGenBench: Fully Automatically Evaluating LMMs from the Text-to-Image Generation Perspective Hailang Huang Yong Wang Zixuan Huang Huaqiu Li Tongwen Huang Xiangxiang Chu Richong Zhang MLLM LM&MA EGVM 85 0 0 21 Nov 2024
Advancing Fine-Grained Visual Understanding with Multi-Scale Alignment in Multi-Modal Models Wei Wang Z. Li Qi Xu Linfeng Li Yiqing Cai Botian Jiang Hang Song Xingcan Hu Pengyu Wang Li Xiao 31 1 0 14 Nov 2024
HOBBIT: A Mixed Precision Expert Offloading System for Fast MoE Inference Peng Tang Jiacheng Liu X. Hou Yifei Pu Jing Wang Pheng-Ann Heng C. Li M. Guo MoE 59 7 0 03 Nov 2024
Revealing and Reducing Gender Biases in Vision and Language Assistants (VLAs) Leander Girrbach Yiran Huang Stephan Alaniz Trevor Darrell Zeynep Akata VLM 47 2 0 25 Oct 2024
Mini-InternVL: A Flexible-Transfer Pocket Multimodal Model with 5% Parameters and 90% Performance Zhangwei Gao Zhe Chen Erfei Cui Yiming Ren Weiyun Wang ... Lewei Lu Tong Lu Yu Qiao Jifeng Dai Wenhai Wang VLM 67 24 0 21 Oct 2024
Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation Chengyue Wu Xiaokang Chen Z. F. Wu Yiyang Ma Xingchao Liu ... Wen Liu Zhenda Xie Xingkai Yu Chong Ruan Ping Luo AI4TS 57 74 0 17 Oct 2024
Spatial-Aware Efficient Projector for MLLMs via Multi-Layer Feature Aggregation Shun Qian Bingquan Liu Chengjie Sun Zhen Xu Baoxun Wang 31 0 0 14 Oct 2024
Mono-InternVL: Pushing the Boundaries of Monolithic Multimodal Large Language Models with Endogenous Visual Pre-training Gen Luo Xue Yang Wenhan Dou Zhaokai Wang Jifeng Dai Jifeng Dai Yu Qiao Xizhou Zhu VLM MLLM 62 25 0 10 Oct 2024
Treat Visual Tokens as Text? But Your MLLM Only Needs Fewer Efforts to See Phu Pham Phu Pham Kun Wan Yu-Jhe Li Zeliang Zhang Daniel Miranda Ajinkya Kale Ajinkya Kale Chenliang Xu 29 5 0 08 Oct 2024
EMMA: Empowering Multi-modal Mamba with Structural and Hierarchical Alignment Yifei Xing Xiangyuan Lan Ruiping Wang D. Jiang Wenjun Huang Qingfang Zheng Yaowei Wang Mamba 35 0 0 08 Oct 2024
VMAD: Visual-enhanced Multimodal Large Language Model for Zero-Shot Anomaly Detection Huilin Deng Hongchen Luo Wei Zhai Yang Cao Yu Kang 37 1 0 30 Sep 2024
MM-CamObj: A Comprehensive Multimodal Dataset for Camouflaged Object Scenarios Jiacheng Ruan Wenzhen Yuan Zehao Lin Ning Liao Zhiyu Li Feiyu Xiong Ting Liu Yuzhuo Fu 48 5 0 24 Sep 2024
Phantom of Latent for Large Language and Vision Models Byung-Kwan Lee Sangyun Chung Chae Won Kim Beomchan Park Yong Man Ro VLM LRM 39 6 0 23 Sep 2024
TinyVLA: Towards Fast, Data-Efficient Vision-Language-Action Models for Robotic Manipulation Junjie Wen Y. X. Zhu Jinming Li Minjie Zhu Kun Wu ... Ran Cheng Chaomin Shen Yaxin Peng Feifei Feng Jian Tang LM&Ro 72 41 0 19 Sep 2024
TG-LLaVA: Text Guided LLaVA via Learnable Latent Embeddings Dawei Yan Pengcheng Li Yang Li Hao Chen Qingguo Chen Weihua Luo Wei Dong Qingsen Yan Haokui Zhang Chunhua Shen 3DV VLM 45 4 0 15 Sep 2024
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 32 8 0 28 Aug 2024
I2EBench: A Comprehensive Benchmark for Instruction-based Image Editing Yiwei Ma Jiayi Ji Ke Ye Weihuang Lin Zhibin Wang Yonghan Zheng Qiang-feng Zhou Xiaoshuai Sun Rongrong Ji 46 5 0 26 Aug 2024
On-Device Language Models: A Comprehensive Review Jiajun Xu Zhiyuan Li Wei Chen Qun Wang Xin Gao Qi Cai Ziyuan Ling 44 27 0 26 Aug 2024
Building and better understanding vision-language models: insights and future directions Hugo Laurençon Andrés Marafioti Victor Sanh Léo Tronchon VLM 36 61 0 22 Aug 2024
CLIP-DPO: Vision-Language Models as a Source of Preference for Fixing Hallucinations in LVLMs Yassine Ouali Adrian Bulat Brais Martínez Georgios Tzimiropoulos VLM MLLM 32 18 0 19 Aug 2024
FactorLLM: Factorizing Knowledge via Mixture of Experts for Large Language Models Zhongyu Zhao Menghang Dong Rongyu Zhang Wenzhao Zheng Yunpeng Zhang Huanrui Yang Dalong Du Kurt Keutzer Shanghang Zhang 46 0 0 15 Aug 2024
Chat2Layout: Interactive 3D Furniture Layout with a Multimodal LLM Can Wang Hongliang Zhong Menglei Chai Mingming He Dongdong Chen Jing Liao LM&Ro 3DV LRM 27 4 0 31 Jul 2024
Rethinking Visual Prompting for Multimodal Large Language Models with External Knowledge Yuanze Lin Yunsheng Li Dongdong Chen Weijian Xu Ronald Clark Philip H. S. Torr Lu Yuan LRM VLM 28 8 0 05 Jul 2024
TokenPacker: Efficient Visual Projector for Multimodal LLM Wentong Li Yuqian Yuan Jian Liu Dongqi Tang Song Wang Jie Qin Jianke Zhu Lei Zhang MLLM 37 50 0 02 Jul 2024
MMRo: Are Multimodal LLMs Eligible as the Brain for In-Home Robotics? Jinming Li Yichen Zhu Zhiyuan Xu Jindong Gu Minjie Zhu Xin Liu Ning Liu Yaxin Peng Feifei Feng Jian Tang LRM LM&Ro 36 6 0 28 Jun 2024
From Efficient Multimodal Models to World Models: A Survey Xinji Mai Zeng Tao Junxiong Lin Haoran Wang Yang Chang Yanlan Kang Yan Wang Wenqiang Zhang 32 5 0 27 Jun 2024
African or European Swallow? Benchmarking Large Vision-Language Models for Fine-Grained Object Classification Gregor Geigle Radu Timofte Goran Glavas 31 10 0 20 Jun 2024
Does Object Grounding Really Reduce Hallucination of Large Vision-Language Models? Gregor Geigle Radu Timofte Goran Glavas 40 0 0 20 Jun 2024
TroL: Traversal of Layers for Large Language and Vision Models Byung-Kwan Lee Sangyun Chung Chae Won Kim Beomchan Park Yong Man Ro 29 6 0 18 Jun 2024