Yexin Liu

1. Deep Learning for Event-based Vision: A Comprehensive Survey and Benchmarks
   2023/02/17 by Zheng Xu, Yexin Liu, Zheng, Xu +13 · 15 citations
   Computer Science · Engineering · #Advanced Memory and Neural Computing #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Neural Networks and Applications
2. Efficient Multimodal Large Language Models: A Survey
   2024/05/17 by Yizhang Jin, Jian Li, Jin, Yizhang +23 · 16 citations
   Computer Science · #Natural Language Processing Techniques #Topic Modeling #Text and Document Classification Technologies
3. Efficient Multimodal Learning from Data-centric Perspective
   2024/02/18 by Muyang He, Yexin Liu, He, Muyang +11 · 13 citations
   Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Text and Document Classification Technologies
4. Unveiling the Ignorance of MLLMs: Seeing Clearly, Answering Incorrectly
   2024/06/15 by Yexin Liu, Zhengyang Liang, Liu, Yexin +14 · 8 citations
   Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Natural Language Processing Techniques #Speech and dialogue systems
5. VideoGen-of-Thought: Step-by-step generating multi-shot video with minimal manual intervention
   2024/12/03 by Mingzhe Zheng, Yang Xu, Zheng, Mingzhe +18 · 8 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Data Visualization and Analytics #FOS: Computer and information sciences
6. Both Style and Distortion Matter: Dual-Path Unsupervised Domain Adaptation for Panoramic Semantic Segmentation
   2023/03/25 by Zheng Xu, Jinjing Zhu, Zheng, Xu +9 · 4 citations
   Computer Science · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications
7. LightGen: Efficient Image Generation through Knowledge Distillation and Direct Preference Optimization
   2025/03/11 by Xianfeng Wu, Wu, Xianfeng, Bai, Yajing +18 · 10 citations
   Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Retrieval and Classification Techniques
8. VideoGen-of-Thought: Step-by-step generating multi-shot video with minimal manual intervention
   2025/03/19 by Mingzhe Zheng, Zheng, Mingzhe, Yang Xu +18 · 7 citations
   Computer Science · #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Video Analysis and Summarization #Virtual Reality Applications and Impacts
9. GoodSAM: Bridging Domain and Capacity Gaps via Segment Anything Model for Distortion-aware Panoramic Semantic Segmentation
   2024/03/25 by Weiming Zhang, Yexin Liu, Zhang, Weiming +5 · 3 citations
   Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications
10. EyeFound: A Multimodal Generalist Foundation Model for Ophthalmic Imaging
    2024/05/18 by Danli Shi, Weiyi Zhang, Shi, Danli +15 · 3 citations
    Computer Science · Medicine · #AI in cancer detection #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Retinal Imaging and Analysis
11. Evaluating large language models in medical applications: a survey
    2024/05/13 by Xiaolan Chen, Jiayang Xiang, Chen, Xiaolan +9 · 2 citations
    Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Computation and Language (cs.CL) #FOS: Computer and information sciences
12. ScalingNoise: Scaling Inference-Time Search for Generating Infinite Videos
    2025/03/20 by Haolin Yang, Feilong Tang, Yang, Haolin +19 · 4 citations
    Computer Science · #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Video Analysis and Summarization
13. MMRC: A Large-Scale Benchmark for Understanding Multimodal Large Language Model in Real-World Conversation
    2025/02/17 by Haochen Xue, Xue, Haochen, Feilong Tang +29 · 3 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Speech and dialogue systems
14. SynArtifact: Classifying and Alleviating Artifacts in Synthetic Images via Vision-Language Model
    2024/02/28 by Bin Cao, Cao, Bin, Jianhao Yuan +11 · 1 citation
    Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Processing and 3D Reconstruction #Image Retrieval and Classification Techniques
15. Distributional Matching for Vector Quantization: A Unified Theoretical and Empirical Framework
    2026/07/17 by Xianghong Fang, Litao Guo, Hengchao Chen +8
    #cs.CV