Title
Synthesize Step-by-Step: Tools, Templates and LLMs as Data Generators for Reasoning-Based Chart VQA Zhuowan Li Bhavan A. Jasani Peng Tang Shabnam Ghadar LRM 39 8 0 25 Mar 2024
Cobra: Extending Mamba to Multi-Modal Large Language Model for Efficient Inference Han Zhao Min Zhang Wei Zhao Pengxiang Ding Siteng Huang Donglin Wang Mamba 52 66 0 21 Mar 2024
Prioritized Semantic Learning for Zero-shot Instance Navigation Xander Sun Louis Lau Hoyard Zhi Ronghe Qiu Junwei Liang 40 8 0 18 Mar 2024
Beyond Text: Frozen Large Language Models in Visual Signal Comprehension Lei Zhu Fangyun Wei Yanye Lu MLLM VLM 52 17 0 12 Mar 2024
NavCoT: Boosting LLM-Based Vision-and-Language Navigation via Learning Disentangled Reasoning Bingqian Lin Yunshuang Nie Ziming Wei Jiaqi Chen Shikui Ma Jianhua Han Hang Xu Xiaojun Chang Xiaodan Liang LM&Ro LRM 62 20 0 12 Mar 2024
Debiasing Multimodal Large Language Models Yi-Fan Zhang Weichen Yu Qingsong Wen Xue Wang Zhang Zhang Liang Wang Rong Jin Tien-Ping Tan 47 4 0 08 Mar 2024
XPSR: Cross-modal Priors for Diffusion-based Image Super-Resolution Yunpeng Qu Kun Yuan Kai Zhao Qizhi Xie Jinhua Hao Ming Sun Chao Zhou 27 17 0 08 Mar 2024
Embodied Understanding of Driving Scenarios Yunsong Zhou Linyan Huang Qingwen Bu Jia Zeng Tianyu Li Hang Qiu Hongzi Zhu Minyi Guo Yu Qiao Hongyang Li LM&Ro 62 31 0 07 Mar 2024
Generalizable Whole Slide Image Classification with Fine-Grained Visual-Semantic Interaction Hao Li Ying Chen Yifei Chen Wenxian Yang Bowen Ding Yuchen Han Liansheng Wang Rongshan Yu 36 15 0 29 Feb 2024
DropBP: Accelerating Fine-Tuning of Large Language Models by Dropping Backward Propagation Sunghyeon Woo Baeseong Park Byeongwook Kim Minjung Jo S. Kwon Dongsuk Jeon Dongsoo Lee 65 2 0 27 Feb 2024
Visual Hallucinations of Multi-modal Large Language Models Wen Huang Hongbin Liu Minxin Guo Neil Zhenqiang Gong MLLM VLM 32 24 0 22 Feb 2024
BBA: Bi-Modal Behavioral Alignment for Reasoning with Large Vision-Language Models Xueliang Zhao Xinting Huang Tingchen Fu Qintong Li Shansan Gong Lemao Liu Wei Bi Lingpeng Kong LRM 37 1 0 21 Feb 2024
World Model on Million-Length Video And Language With Blockwise RingAttention Hao Liu Wilson Yan Matei A. Zaharia Pieter Abbeel VGen 31 62 0 13 Feb 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 130 109 0 08 Feb 2024
BAT: Learning to Reason about Spatial Sounds with Large Language Models Zhisheng Zheng Puyuan Peng Ziyang Ma Xie Chen Eunsol Choi David Harwath LRM 35 14 0 02 Feb 2024
LLM4SecHW: Leveraging Domain Specific Large Language Model for Hardware Debugging Weimin Fu Kaichen Yang R. Dutta Xiaolong Guo Gang Qu 27 24 0 28 Jan 2024
Large Language Models are Efficient Learners of Noise-Robust Speech Recognition Yuchen Hu Chen Chen Chao-Han Huck Yang Ruizhe Li Chao Zhang Pin-Yu Chen Ensiong Chng 27 20 0 19 Jan 2024
Video Anomaly Detection and Explanation via Large Language Models Hui Lv Qianru Sun 33 21 0 11 Jan 2024
Jack of All Tasks, Master of Many: Designing General-purpose Coarse-to-Fine Vision-Language Model Shraman Pramanick Guangxing Han Rui Hou Sayan Nag Ser-Nam Lim Nicolas Ballas Qifan Wang Rama Chellappa Amjad Almahairi VLM MLLM 48 29 0 19 Dec 2023
DriveMLM: Aligning Multi-Modal Large Language Models with Behavioral Planning States for Autonomous Driving Wenhai Wang Jiangwei Xie ChuanYang Hu Haoming Zou Jianan Fan ... Lewei Lu Xizhou Zhu Xiaogang Wang Yu Qiao Jifeng Dai 36 125 0 14 Dec 2023
MP5: A Multi-modal Open-ended Embodied System in Minecraft via Active Perception Yiran Qin Enshen Zhou Qichang Liu Zhen-fei Yin Lu Sheng Ruimao Zhang Yu Qiao Jing Shao LM&Ro 32 39 0 12 Dec 2023
Audio-Visual LLM for Video Understanding Fangxun Shu Lei Zhang Hao Jiang Cihang Xie VLM MLLM 27 38 0 11 Dec 2023
Quilt-LLaVA: Visual Instruction Tuning by Extracting Localized Narratives from Open-Source Histopathology Videos M. S. Seyfioglu Wisdom O. Ikezogwo Fatemeh Ghezloo Ranjay Krishna Linda G. Shapiro 32 36 0 07 Dec 2023
Diversified in-domain synthesis with efficient fine-tuning for few-shot classification Victor G. Turrisi da Costa Nicola Dall’Asen Yiming Wang N. Sebe Elisa Ricci 46 3 0 05 Dec 2023
$M$^{2}$Chat: Empowering VLM for Multimodal LLM Interleaved Text-Image Generation$ M $^{2}$ Chat: Empowering VLM for Multimodal LLM Interleaved Text-Image Generation Xiaowei Chi Rongyu Zhang Zhengkai Jiang Yijiang Liu Ziyi Lin ... Chaoyou Fu Peng Gao Shanghang Zhang Qi-fei Liu Yi-Ting Guo MLLM 33 1 0 29 Nov 2023
Boosting the Power of Small Multimodal Reasoning Models to Match Larger Models with Self-Consistency Training Cheng Tan Jingxuan Wei Zhangyang Gao Linzhuang Sun Siyuan Li Ruifeng Guo Xihong Yang Stan Z. Li LRM 31 7 0 23 Nov 2023
PG-Video-LLaVA: Pixel Grounding Large Video-Language Models Shehan Munasinghe Rusiru Thushara Muhammad Maaz H. Rasheed Salman Khan Mubarak Shah Fahad Khan VLM MLLM 29 34 0 22 Nov 2023
MultiIoT: Benchmarking Machine Learning for the Internet of Things Shentong Mo Louis-Philippe Morency Russ Salakhutdinov Paul Pu Liang 30 1 0 10 Nov 2023
LLaVA-Plus: Learning to Use Tools for Creating Multimodal Agents Shilong Liu Hao Cheng Haotian Liu Hao Zhang Feng Li ... Hang Su Jun Zhu Lei Zhang Jianfeng Gao Chun-yue Li MLLM VLM 56 105 0 09 Nov 2023
Content-based Controls For Music Large Language Modeling Liwei Lin Gus Xia Junyan Jiang Yixiao Zhang 18 14 0 26 Oct 2023
RCAgent: Cloud Root Cause Analysis by Autonomous Agents with Tool-Augmented Large Language Models Zefan Wang Zichuan Liu Yingying Zhang Aoxiao Zhong Lunting Fan Lingfei Wu Qingsong Wen 41 24 0 25 Oct 2023
Improving Compositional Text-to-image Generation with Large Vision-Language Models Song Wen Guian Fang Renrui Zhang Peng Gao Hao Dong Dimitris N. Metaxas 25 17 0 10 Oct 2023
MuseChat: A Conversational Music Recommendation System for Videos Zhikang Dong Bin Chen Xiulong Liu Paweł Polak Peng Zhang LRM 45 26 0 10 Oct 2023
AnyMAL: An Efficient and Scalable Any-Modality Augmented Language Model Avamarie Brueggeman Andrea Madotto Zhaojiang Lin Tushar Nagarajan Matt Smith ... Peyman Heidari Yue Liu Kavya Srinet Babak Damavandi Anuj Kumar MLLM 34 93 0 27 Sep 2023
InternLM-XComposer: A Vision-Language Large Model for Advanced Text-image Comprehension and Composition Pan Zhang Xiaoyi Wang Bin Wang Yuhang Cao Chao Xu ... Conghui He Xingcheng Zhang Yu Qiao Da Lin Jiaqi Wang MLLM 80 225 0 26 Sep 2023
ImageBind-LLM: Multi-modality Instruction Tuning Jiaming Han Renrui Zhang Wenqi Shao Peng Gao Peng Xu ... Yafei Wen Xiaoxin Chen Xiangyu Yue Hongsheng Li Yu Qiao MLLM 49 117 0 07 Sep 2023
Sparkles: Unlocking Chats Across Multiple Images for Multimodal Instruction-Following Models Yupan Huang Zaiqiao Meng Fangyu Liu Yixuan Su Nigel Collier Yutong Lu MLLM 41 22 0 31 Aug 2023
InstructionGPT-4: A 200-Instruction Paradigm for Fine-Tuning MiniGPT-4 Lai Wei Zihao Jiang Weiran Huang Lichao Sun VLM MLLM 24 56 0 23 Aug 2023
An Examination of the Compositionality of Large Generative Vision-Language Models Teli Ma Rong Li Junwei Liang CoGe 34 2 0 21 Aug 2023
VisIT-Bench: A Benchmark for Vision-Language Instruction Following Inspired by Real-World Use Yonatan Bitton Hritik Bansal Jack Hessel Rulin Shao Wanrong Zhu Anas Awadalla Josh Gardner Rohan Taori L. Schimdt VLM 31 77 0 12 Aug 2023
FinVis-GPT: A Multimodal Large Language Model for Financial Chart Analysis Ziao Wang Yuhang Li Junda Wu Jaehyeon Soon Xiaofeng Zhang MLLM 22 15 0 31 Jul 2023
SEED-Bench: Benchmarking Multimodal LLMs with Generative Comprehension Bohao Li Rui Wang Guangzhi Wang Yuying Ge Yixiao Ge Ying Shan MLLM ELM 32 502 0 30 Jul 2023
Jailbreak in pieces: Compositional Adversarial Attacks on Multi-Modal Language Models Erfan Shayegani Yue Dong Nael B. Abu-Ghazaleh 47 128 0 26 Jul 2023
Foundational Models Defining a New Era in Vision: A Survey and Outlook Muhammad Awais Muzammal Naseer Salman Khan Rao Muhammad Anwer Hisham Cholakkal M. Shah Ming Yang Fahad Shahbaz Khan VLM 38 118 0 25 Jul 2023
Linear Alignment of Vision-language Models for Image Captioning Fabian Paischer M. Hofmarcher Sepp Hochreiter Thomas Adler CLIP VLM 50 0 0 10 Jul 2023
JourneyDB: A Benchmark for Generative Image Understanding Keqiang Sun Junting Pan Yuying Ge Hao Li Haodong Duan ... Yi Wang Jifeng Dai Yu Qiao Limin Wang Hongsheng Li 54 103 0 03 Jul 2023
Integrating Action Knowledge and LLMs for Task Planning and Situation Handling in Open Worlds Yan Ding Xiaohan Zhang S. Amiri Nieqing Cao Hao Yang Andy Kaminski Chad Esselink Shiqi Zhang LM&Ro 40 49 0 27 May 2023
Referred by Multi-Modality: A Unified Temporal Transformer for Video Object Segmentation Shilin Yan Renrui Zhang Ziyu Guo Wenchao Chen Wei Zhang Hongyang Li Yu Qiao Hao Dong Zhongjiang He Peng Gao VOS 22 30 0 25 May 2023
Instruct2Act: Mapping Multi-modality Instructions to Robotic Actions with Large Language Model Siyuan Huang Zhengkai Jiang Hao Dong Yu Qiao Peng Gao Hongsheng Li LM&Ro 33 93 0 18 May 2023
Evaluating Object Hallucination in Large Vision-Language Models Yifan Li Yifan Du Kun Zhou Jinpeng Wang Wayne Xin Zhao Ji-Rong Wen MLLM LRM 122 702 0 17 May 2023