Title
Rethinking Visual Layer Selection in Multimodal LLMs H. Chen Junyan Lin Xinhao Chen Yue Fan Xin Jin Hui Su Jianfeng Dong Jinlan Fu Xiaoyu Shen VLM 93 0 0 30 Apr 2025
ActionArt: Advancing Multimodal Large Models for Fine-Grained Human-Centric Video Understanding Yi-Xing Peng Q. Yang Yu-Ming Tang Shenghao Fu Kun-Yu Lin Xihan Wei Wei-Shi Zheng 40 0 0 25 Apr 2025
LangBridge: Interpreting Image as a Combination of Language Embeddings Jiaqi Liao Yuwei Niu Fanqing Meng Hao Li Changyao Tian ... Dianqi Li X. Zhu Li Yuan Jifeng Dai Yu Cheng MLLM 72 0 0 25 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 Y. Yang Afshin Dehghan Peter Grasch 72 2 0 17 Mar 2025
Adaptive Audio-Visual Speech Recognition via Matryoshka-Based Multimodal LLMs Umberto Cappellazzo Minsu Kim Stavros Petridis 47 0 0 09 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 60 0 0 08 Mar 2025
Visual Cue Enhancement and Dual Low-Rank Adaptation for Efficient Visual Instruction Fine-Tuning Pengkun Jiao Bin Zhu Jingjing Chen Chong-Wah Ngo Yu-Gang Jiang VLM OffRL 69 0 0 19 Nov 2024
MMFuser: Multimodal Multi-Layer Feature Fuser for Fine-Grained Vision-Language Understanding Yue Cao Yangzhou Liu Zhe Chen Guangchen Shi Wenhai Wang Danhuai Zhao Tong Lu 41 5 0 15 Oct 2024
LoGra-Med: Long Context Multi-Graph Alignment for Medical Vision-Language Model Duy M. H. Nguyen N. T. Diep Trung Q. Nguyen Hoang-Bao Le Tai Nguyen ... Pengtao Xie Roger Wattenhofer James Zhou Daniel Sonntag Mathias Niepert VLM 49 1 0 03 Oct 2024
MM1.5: Methods, Analysis & Insights from Multimodal LLM Fine-tuning Haotian Zhang Mingfei Gao Zhe Gan Philipp Dufter Nina Wenzel ... Haoxuan You Zirui Wang Afshin Dehghan Peter Grasch Yinfei Yang VLM MLLM 36 32 1 30 Sep 2024
FreeVA: Offline MLLM as Training-Free Video Assistant Wenhao Wu VLM OffRL 26 19 0 13 May 2024
SPHINX-X: Scaling Data and Parameters for a Family of Multi-modal Large Language Models Chris Liu Renrui Zhang Longtian Qiu Siyuan Huang Weifeng Lin ... Hao Shao Pan Lu Hongsheng Li Yu Qiao Peng Gao MLLM 120 106 0 08 Feb 2024
Video-LLaVA: Learning United Visual Representation by Alignment Before Projection Bin Lin Yang Ye Bin Zhu Jiaxi Cui Munan Ning Peng Jin Li-ming Yuan VLM MLLM 185 576 0 16 Nov 2023
mPLUG-Owl2: Revolutionizing Multi-modal Large Language Model with Modality Collaboration Qinghao Ye Haiyang Xu Jiabo Ye Mingshi Yan Anwen Hu Haowei Liu Qi Qian Ji Zhang Fei Huang Jingren Zhou MLLM VLM 116 367 0 07 Nov 2023
Can GPT-4V(ision) Serve Medical Applications? Case Studies on GPT-4V for Multimodal Medical Diagnosis Chaoyi Wu Jiayu Lei Qiaoyu Zheng Weike Zhao Weixiong Lin ... Xiao Zhou Ziheng Zhao Ya-Qin Zhang Yanfeng Wang Weidi Xie LM&MA 85 73 0 15 Oct 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 244 4,186 0 30 Jan 2023
Cap4Video: What Can Auxiliary Captions Do for Text-Video Retrieval? Wenhao Wu Haipeng Luo Bo Fang Jingdong Wang Wanli Ouyang 88 80 0 31 Dec 2022
Bidirectional Cross-Modal Knowledge Exploration for Video Recognition with Pre-trained Vision-Language Models Wenhao Wu Xiaohan Wang Haipeng Luo Jingdong Wang Yi Yang Wanli Ouyang 94 47 0 31 Dec 2022
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering Pan Lu Swaroop Mishra Tony Xia Liang Qiu Kai-Wei Chang Song-Chun Zhu Oyvind Tafjord Peter Clark A. Kalyan ELM ReLM LRM 198 1,089 0 20 Sep 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022
Feature Pyramid Networks for Object Detection Tsung-Yi Lin Piotr Dollár Ross B. Girshick Kaiming He Bharath Hariharan Serge J. Belongie ObjD 154 3,574 0 09 Dec 2016
Densely Connected Convolutional Networks Gao Huang Zhuang Liu L. V. D. van der Maaten Kilian Q. Weinberger PINN 3DV 244 35,884 0 25 Aug 2016