Title
LEO-MINI: An Efficient Multimodal Large Language Model using Conditional Token Reduction and Mixture of Multi-Modal Experts Yimu Wang Mozhgan Nasr Azadani Sean Sedwards Krzysztof Czarnecki MLLM MoE 52 0 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 39 0 0 05 Apr 2025
M3: 3D-Spatial MultiModal Memory Xueyan Zou Yuchen Song Ri-Zhao Qiu Xuanbin Peng Jianglong Ye Sifei Liu Xiaolong Wang 3DGS 54 0 0 20 Mar 2025
Mitigating Object Hallucinations in MLLMs via Multi-Frequency Perturbations Shuo Li Jiajun Sun Guodong Zheng Xiaoran Fan Yujiong Shen ... Wenming Tan Tao Ji Tao Gui Qi Zhang Xuanjing Huang AAML VLM 83 0 0 19 Mar 2025
A Token-level Text Image Foundation Model for Document Understanding Tongkun Guan Zining Wang Pei Fu Zhengtao Guo Wei-Ming Shen ... Chen Duan Hao Sun Qianyi Jiang Junfeng Luo Xiaokang Yang VLM 43 0 0 04 Mar 2025
LEO: Boosting Mixture of Vision Encoders for Multimodal Large Language Models Mozhgan Nasr Azadani James Riddell Sean Sedwards Krzysztof Czarnecki MLLM VLM 41 2 0 13 Jan 2025
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 58 4 0 05 Dec 2024
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
Eagle: Exploring The Design Space for Multimodal LLMs with Mixture of Encoders Min Shi Fuxiao Liu Shihao Wang Shijia Liao Subhashree Radhakrishnan ... Andrew Tao Andrew Tao Zhiding Yu Guilin Liu Guilin Liu MLLM 18 53 0 28 Aug 2024
Visual Agents as Fast and Slow Thinkers Guangyan Sun Mingyu Jin Zhenting Wang Cheng-Long Wang Siqi Ma Qifan Wang Ying Nian Wu Ying Nian Wu Dongfang Liu Dongfang Liu LLMAG LRM 74 12 0 16 Aug 2024
Visual Haystacks: A Vision-Centric Needle-In-A-Haystack Benchmark Tsung-Han Wu Giscard Biamby Jerome Quenum Ritwik Gupta Joseph E. Gonzalez Trevor Darrell David M. Chan VLM 35 7 0 18 Jul 2024
Agent AI: Surveying the Horizons of Multimodal Interaction Zane Durante Qiuyuan Huang Naoki Wake Ran Gong J. Park ... Yejin Choi Katsushi Ikeuchi Hoi Vo Fei-Fei Li Jianfeng Gao LM&Ro 92 72 0 07 Jan 2024
A Survey on Segment Anything Model (SAM): Vision Foundation Model Meets Prompt Engineering Chaoning Zhang Fachrina Dewi Puspitasari Sheng Zheng Chenghao Li Yu Qiao ... Caiyan Qin François Rameau Lik-Hang Lee Sung-Ho Bae Choong Seon Hong VLM 76 61 0 12 May 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
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 207 1,089 0 20 Sep 2022
VLP: A Survey on Vision-Language Pre-training Feilong Chen Duzhen Zhang Minglun Han Xiuyi Chen Jing Shi Shuang Xu Bo Xu VLM 79 208 0 18 Feb 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong S. Hoi MLLM BDL VLM CLIP 385 4,010 0 28 Jan 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 258 7,337 0 11 Nov 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 283 5,723 0 29 Apr 2021