Zhou, Yiyang
- mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality
2023/04/27 by Qinghao Ye, Ye, Qinghao, Haiyang Xu +32 · 73 citations
Computer Science · #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 #Topic Modeling
- Analyzing and Mitigating Object Hallucination in Large Vision-Language Models
2023/10/01 by Yiyang Zhou, Zhou, Yiyang, Chenhang Cui +13 · 1 voice · 46 citations
Computer Science · Medicine · #Multimodal Machine Learning Applications #COVID-19 diagnosis using AI #Domain Adaptation and Few-Shot Learning
- Aligning Modalities in Vision Large Language Models via Preference Fine-tuning
2024/02/18 by Zhou, Yiyang, Cui, Chenhang, Rafailov, Rafael +2 · 25 citations
#Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Calibrated Self-Rewarding Vision Language Models
2024/05/23 by Yiyang Zhou, Zhou, Yiyang, Zhiyuan Fan +17 · 18 citations
Psychology · #Categorization, perception, and language #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Language, Metaphor, and Cognition #Machine Learning (cs.LG)
- Evaluation and Analysis of Hallucination in Large Vision-Language Models
2023/08/29 by Junyang Wang, Yiyang Zhou, Wang, Junyang +21 · 13 citations
Computer Science · Medicine · #Anomaly Detection Techniques and Applications #COVID-19 diagnosis using AI
- Enhancing Visual-Language Modality Alignment in Large Vision Language Models via Self-Improvement
2024/05/24 by Xiyao Wang, Wang, Xiyao, Jiuhai Chen +19 · 18 citations
Computer Science · #Multimodal Machine Learning Applications #Natural Language Processing Techniques
- VHELM: A Holistic Evaluation of Vision Language Models
2024/10/09 by Lee, Tony, Tu, Haoqin, Wong, Chi Heem +8 · 20 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges
2023/11/06 by Chenhang Cui, Cui, Chenhang, Yiyang Zhou +11 · 10 citations
Biochemistry, Genetics and Molecular Biology · Medicine · #Artificial Intelligence in Healthcare and Education #COVID-19 diagnosis using AI #Cell Image Analysis Techniques #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- How Many Unicorns Are in This Image? A Safety Evaluation Benchmark for Vision LLMs
2023/11/27 by Haoqin Tu, Chenhang Cui, Tu, Haoqin +15 · 10 citations
Computer Science · #Adversarial Robustness in Machine Learning #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- CARES: A Comprehensive Benchmark of Trustworthiness in Medical Vision Language Models
2024/06/10 by Xia, Peng, Chen, Ze, Tian, Juanxi +21 · 12 citations
#Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #Computers and Society (cs.CY) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- MJ-Bench: Is Your Multimodal Reward Model Really a Good Judge for Text-to-Image Generation?
2024/07/05 by Chen, Zhaorun, Du, Yichao, Wen, Zichen +16 · 12 citations
#Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- UrbanLoco: A Full Sensor Suite Dataset for Mapping and Localization in Urban Scenes
2019/12/19 by Weisong Wen, Yiyang Zhou, Wen, Weisong +13 · 4 citations
Engineering · Earth and Planetary Sciences · Environmental Science · #Robotics and Sensor-Based Localization #3D Surveying and Cultural Heritage #Remote Sensing and LiDAR Applications
- ReAgent-V: A Reward-Driven Multi-Agent Framework for Video Understanding
2025/06/02 by Yiyang Zhou, Zhou, Yiyang, Youzhou He +11 · 23 citations
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning in Healthcare #Reinforcement Learning in Robotics
- DetMatch: Two Teachers are Better Than One for Joint 2D and 3D Semi-Supervised Object Detection
2022/03/17 by Park, Jinhyung, Xu, Chenfeng, Zhou, Yiyang +2 · 4 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics (cs.RO)
- MMIE: Massive Multimodal Interleaved Comprehension Benchmark for Large Vision-Language Models
2024/10/14 by Peng Xia, Xia, Peng, Siwei Han +21 · 7 citations
Computer Science · #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
- Labels Are Not Perfect: Inferring Spatial Uncertainty in Object Detection
2020/12/18 by Feng, Di, Wang, Zining, Zhou, Yiyang +5 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Robotics (cs.RO)
- Anyprefer: An Agentic Framework for Preference Data Synthesis
2025/04/27 by Zhou, Yiyang, Wang, Zhaoyang, Wang, Tianle +13 · 6 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- MJ-VIDEO: Fine-Grained Benchmarking and Rewarding Video Preferences in Video Generation
2025/02/03 by Tong, Haibo, Wang, Zhaoyang, Chen, Zhaorun +11 · 3 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Automatic Construction of Lane-level HD Maps for Urban Scenes
2021/07/23 by Yiyang Zhou, Zhou, Yiyang, Yuichi Takeda +5 · 1 citation
Engineering · Computer Science · Environmental Science · #Automated Road and Building Extraction #Video Surveillance and Tracking Methods #Remote Sensing and LiDAR Applications
- SST-Calib: Simultaneous Spatial-Temporal Parameter Calibration between LIDAR and Camera
2022/07/08 by Akio Kodaira, Yiyang Zhou, Kodaira, Akio +7 · 1 citation
Computer Science · Engineering · Physics and Astronomy · #Advanced Optical Sensing Technologies #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Robotics (cs.RO) #Robotics and Sensor-Based Localization
- What Matters for 3D Scene Flow Network
2022/07/19 by Guangming Wang, Yunzhe Hu, Wang, Guangming +11 · 1 citation
Computer Science · #Advanced Image Processing Techniques #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human Pose and Action Recognition
- DualGenerator: Information Interaction-based Generative Network for Point Cloud Completion
2023/05/16 by Shi, Pengcheng, Cheng, Haozhe, Han, Xu +2 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- GLIMPSE: Do Large Vision-Language Models Truly Think With Videos or Just Glimpse at Them?
2025/07/13 by Yiyang Zhou, Zhou, Yiyang, Linjie Li +21 · 6 citations
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications
- Fine-Grained Verifiers: Preference Modeling as Next-token Prediction in Vision-Language Alignment
2024/10/18 by Chenhang Cui, An Zhang, Cui, Chenhang +11 · 1 citation
Computer Science · #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications
- Agent0: Unleashing Self-Evolving Agents from Zero Data via Tool-Integrated Reasoning
2025/11/20 by Xia, Peng, Zeng, Kaide, Jiaqi Liu +10 · 3 citations
Computer Science · #Multimodal Machine Learning Applications #Topic Modeling #Reinforcement Learning in Robotics
- When Visualizing is the First Step to Reasoning: MIRA, a Benchmark for Visual Chain-of-Thought
2025/11/04 by Zhou, Yiyang, Tu, Haoqin, Wang, Zijun +11 · 4 citations
Computer Science · #Multimodal Machine Learning Applications #Data Visualization and Analytics #Generative Adversarial Networks and Image Synthesis