Guo, Ziyu
- MathVerse: Does Your Multi-modal LLM Truly See the Diagrams in Visual Math Problems?
2024/03/21 by Zhang, Renrui, Jiang, Dongzhi, Zhang, Yichi +8 · 163 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- PointCLIP: Point Cloud Understanding by CLIP
2021/12/04 by Zhang, Renrui, Guo, Ziyu, Zhang, Wei +6 · 38 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Robotics (cs.RO)
- PointCLIP V2: Prompting CLIP and GPT for Powerful 3D Open-world Learning
2022/11/21 by Zhu, Xiangyang, Zhang, Renrui, He, Bowei +5 · 31 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Point-M2AE: Multi-scale Masked Autoencoders for Hierarchical Point Cloud Pre-training
2022/05/28 by Renrui Zhang, Zhang, Renrui, Guo, Ziyu +12 · 27 citations
Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Human Pose and Action Recognition
- Personalize Segment Anything Model with One Shot
2023/05/04 by Renrui Zhang, Zhengkai Jiang, Zhang, Renrui +13 · 27 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimedia (cs.MM) #Visual Attention and Saliency Detection
- HybridVLA: Collaborative Diffusion and Autoregression in a Unified Vision-Language-Action Model
2025/03/13 by Liu, Jiaming, Chen, Hao, An, Pengju +12 · 61 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Robotics (cs.RO)
- Point-Bind & Point-LLM: Aligning Point Cloud with Multi-modality for 3D Understanding, Generation, and Instruction Following
2023/09/01 by Guo, Ziyu, Zhang, Renrui, Zhu, Xiangyang +8 · 23 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimedia (cs.MM)
- MonoDETR: Depth-guided Transformer for Monocular 3D Object Detection
2022/03/24 by Renrui Zhang, Zhang, Renrui, Han Qiu +14 · 14 citations
Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #FOS: Electrical engineering #Human Pose and Action Recognition #Image and Video Processing (eess.IV) #electronic engineering #information engineering
- Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step
2025/01/23 by Guo, Ziyu, Renrui Zhang, Chengzhuo Tong +12 · 41 citations
Computer Science · #AI in cancer detection #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Medical Image Segmentation Techniques
- MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine
2024/07/11 by Renrui Zhang, Zhang, Renrui, Xinyu Wei +22 · 26 citations
Social Sciences · #Mathematics Education and Teaching Techniques
- MME-CoT: Benchmarking Chain-of-Thought in Large Multimodal Models for Reasoning Quality, Robustness, and Efficiency
2025/02/13 by Dongzhi Jiang, Renrui Zhang, Jiang, Dongzhi +22 · 38 citations
Computer Science · #Advanced Text Analysis Techniques #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Semantic Web and Ontologies
- T2I-R1: Reinforcing Image Generation with Collaborative Semantic-level and Token-level CoT
2025/05/01 by Jiang, Dongzhi, Guo, Ziyu, Zhang, Renrui +6 · 47 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Referred by Multi-Modality: A Unified Temporal Transformer for Video Object Segmentation
2023/05/25 by Shilin Yan, Renrui Zhang, Yan, Shilin +15 · 12 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimedia (cs.MM) #Multimodal Machine Learning Applications #Video Analysis and Summarization
- CALIP: Zero-Shot Enhancement of CLIP with Parameter-free Attention
2022/09/28 by Renrui Zhang, Guo, Ziyu, Zhang, Renrui +10 · 11 citations
Computer Science · Biochemistry, Genetics and Molecular Biology · #Multimodal Machine Learning Applications #Domain Adaptation and Few-Shot Learning #Cancer-related molecular mechanisms research
- MMSearch: Benchmarking the Potential of Large Models as Multi-modal Search Engines
2024/09/19 by Dongzhi Jiang, Jiang, Dongzhi, Renrui Zhang +23 · 19 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Semantic Web and Ontologies #Web Data Mining and Analysis
- UniCTokens: Boosting Personalized Understanding and Generation via Unified Concept Tokens
2025/05/20 by An, Ruichuan, Yang, Sihan, Zhang, Renrui +10 · 26 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- ImageBind-LLM: Multi-modality Instruction Tuning
2023/09/07 by Han, Jiaming, Zhang, Renrui, Shao, Wenqi +14 · 7 citations
#Audio and Speech Processing (eess.AS) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Multimedia (cs.MM) #Sound (cs.SD) #electronic engineering #information engineering
- Joint-MAE: 2D-3D Joint Masked Autoencoders for 3D Point Cloud Pre-training
2023/02/27 by Ziyu Guo, Guo, Ziyu, Zhang, Renrui +3 · 6 citations
Computer Science · Engineering · #3D Shape Modeling and Analysis #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Human Pose and Action Recognition
- Perceive Anything: Recognize, Explain, Caption, and Segment Anything in Images and Videos
2025/06/05 by Lin, Weifeng, Wei, Xinyu, An, Ruichuan +7 · 23 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Parameter is Not All You Need: Starting from Non-Parametric Networks for 3D Point Cloud Analysis
2023/03/14 by Zhang, Renrui, Wang, Liuhui, Guo, Ziyu +4 · 5 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Delving into RL for Image Generation with CoT: A Study on DPO vs. GRPO
2025/05/22 by Chengzhuo Tong, Tong, Chengzhuo, Ziyu Guo +13 · 15 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Reinforcement Learning in Robotics
- VT-CLIP: Enhancing Vision-Language Models with Visual-guided Texts
2021/12/04 by Longtian Qiu, Renrui Zhang, Qiu, Longtian +7 · 3 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications
- LLM-Assisted Multi-Teacher Continual Learning for Visual Question Answering in Robotic Surgery
2024/02/26 by Du, Yuyang, Chen, Kexin, Zhan, Yue +7 · 5 citations
#FOS: Computer and information sciences #Information Retrieval (cs.IR)
- No Time to Train: Empowering Non-Parametric Networks for Few-shot 3D Scene Segmentation
2024/04/05 by Xiangyang Zhu, Renrui Zhang, Zhu, Xiangyang +14 · 5 citations
Computer Science · Engineering · #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Industrial Vision Systems and Defect Detection #Robotics and Sensor-Based Localization
- HIGT: Hierarchical Interaction Graph-Transformer for Whole Slide Image Analysis
2023/09/14 by Weiqin Zhao, Guo, Ziyu, Zhao, Weiqin +4 · 3 citations
Computer Science · Medicine · #AI in cancer detection #Radiomics and Machine Learning in Medical Imaging #Medical Image Segmentation Techniques
- SmoothCache: A Universal Inference Acceleration Technique for Diffusion Transformers
2024/11/15 by Liu, Joseph, Geddes, Joshua, Guo, Ziyu +2 · 5 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- A RIS-Based Vehicle DOA Estimation Method With Integrated Sensing and Communication System
2022/04/25 by Chen, Zhimin, Chen, Peng, Guo, Ziyu +2 · 2 citations
#FOS: Electrical engineering #Signal Processing (eess.SP) #electronic engineering #information engineering
- Adaptive Classifier-Free Guidance via Dynamic Low-Confidence Masking
2025/05/26 by Pengxiang Li, Li, Pengxiang, Shilin Yan +10 · 9 citations
Engineering · Computer Science · #Guidance and Control Systems #Target Tracking and Data Fusion in Sensor Networks #Inertial Sensor and Navigation
- SciVerse: Unveiling the Knowledge Comprehension and Visual Reasoning of LMMs on Multi-modal Scientific Problems
2025/03/13 by Guo, Ziyu, Zhang, Ray, Chen, Hao +4 · 4 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- DSPoint: Dual-scale Point Cloud Recognition with High-frequency Fusion
2021/11/19 by Renrui Zhang, Ziyao Zeng, Zhang, Renrui +9 · 1 citation
Engineering · Earth and Planetary Sciences · Environmental Science · #3D Shape Modeling and Analysis #3D Surveying and Cultural Heritage #Remote Sensing and LiDAR Applications
- Are Video Models Ready as Zero-Shot Reasoners? An Empirical Study with the MME-CoF Benchmark
2025/10/30 by Guo, Ziyu, Chen, Xinyan, Zhang, Renrui +7 · 10 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- StyleMotif: Multi-Modal Motion Stylization using Style-Content Cross Fusion
2025/03/27 by Guo, Ziyu, Lee, Young Yoon, Liu, Joseph +3 · 2 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Graphics (cs.GR) #Machine Learning (cs.LG)
- Aligning Knowledge Concepts to Whole Slide Images for Precise Histopathology Image Analysis
2024/11/27 by Zhao, Weiqin, Guo, Ziyu, Fan, Yinshuang +3 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- CrossLMM: Decoupling Long Video Sequences from LMMs via Dual Cross-Attention Mechanisms
2025/05/22 by Yan, Shilin, Han, Jiaming, Tsai, Joey +5 · 3 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- SAM2Point: Segment Any 3D as Videos in Zero-shot and Promptable Manners
2024/08/29 by Guo, Ziyu, Zhang, Renrui, Zhu, Xiangyang +4 · 1 citation
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Point Cloud Understanding via Attention-Driven Contrastive Learning
2024/11/22 by Yi Wang, Jiaze Wang, Wang, Yi +13 · 1 citation
Earth and Planetary Sciences · Engineering · Environmental Science · #3D Surveying and Cultural Heritage #3D Shape Modeling and Analysis #Remote Sensing and LiDAR Applications
- Quantization Meets dLLMs: A Systematic Study of Post-training Quantization for Diffusion LLMs
2025/08/20 by Lin, Haokun, Xu, Haobo, Wu, Yichen +6 · 4 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences