Mushui Liu

According to our database, Mushui Liu authored at least 32 papers between 2023 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

PromptEcho: Annotation-Free Reward from Vision-Language Models for Text-to-Image Reinforcement Learning.

Jinlong Liu, Wanggui He, Peng Zhang, Mushui Liu, Hao Jiang, Pipei Huang

CoRR, April, 2026

Alleviating Sparse Rewards by Modeling Step-Wise and Long-Term Sampling Effects in Flow-Based GRPO.

Yunze Tong, Mushui Liu, Canyu Zhao, Wanggui He, Shiyi Zhang, Hongwei Zhang, Peng Zhang, Jinlong Liu, Ju Huang, Jiamang Wang, Hao Jiang, Pipei Huang

CoRR, February, 2026

CMMCoT: Enhancing Complex Multi-Image Comprehension via Multi-Modal Chain-of-Thought and Memory Augmentation.

Guanghao Zhang, Tao Zhong, Yan Xia, Mushui Liu, Zhelun Yu, Haoyuan Li, Wanggui He, Dong She, Yi Wang, Hao Jiang

Proceedings of the Fortieth AAAI Conference on Artificial Intelligence, 2026

FUSE: Fine-Grained and Semantic-Aware Learning for Unified Image Understanding and Generation.

Peng Zhang, Wanggui He, Mushui Liu, Wenyi Xiao, Siyu Zou, Yuan Li, Xingjian Wang, Guanghao Zhang, Yanpeng Liu, Weilong Dai, Jinlong Liu, Shuyi Ying, Ruikai Zhou, Yunlong Yu, Yubo Tao, Hai Lin, Hao Jiang

Proceedings of the Fortieth AAAI Conference on Artificial Intelligence, 2026

2025

OpusAnimation: Code-Based Dynamic Chart Generation.

Bozheng Li, Miao Yang, Zhenhan Chen, Jiawang Cao, Mushui Liu, Yi Lu, Yongliang Wu, Bin Zhang, Yangguang Ji, Licheng Tang, Jay Wu, Wenbo Zhu

CoRR, October, 2025

MOSAIC: Multi-Subject Personalized Generation via Correspondence-Aware Alignment and Disentanglement.

Dong She, Siming Fu, Mushui Liu, Qiaoqiao Jin, Hualiang Wang, Mu Liu, Jidong Jiang

CoRR, September, 2025

CoAR: Concept Injection into Autoregressive Models for Personalized Text-to-Image Generation.

Fangtai Wu, Mushui Liu, Weijie He, Wanggui He, Hao Jiang, Zhao Wang, Yunlong Yu

CoRR, August, 2025

Variational Adapter: Improving CLIP in Data-Imbalanced Scenarios.

Ziqian Lu, Mushui Liu, Yunlong Yu, Zhao Wang, Xi Li, Jungong Han

IEEE Trans. Circuits Syst. Video Technol., June, 2025

DyST-XL: Dynamic Layout Planning and Content Control for Compositional Text-to-Video Generation.

Weijie He, Mushui Liu, Yunlong Yu, Zhao Wang, Chao Wu

CoRR, April, 2025

CMMCoT: Enhancing Complex Multi-Image Comprehension via Multi-Modal Chain-of-Thought and Memory Augmentation.

Guanghao Zhang, Tao Zhong, Yan Xia, Zhelun Yu, Haoyuan Li, Wanggui He, Fangxun Shu, Mushui Liu, Dong She, Yi Wang, Hao Jiang

CoRR, March, 2025

RectifiedHR: Enable Efficient High-Resolution Image Generation via Energy Rectification.

Zhen Yang, Guibao Shen, Liang Hou, Mushui Liu, Luozhou Wang, Xin Tao, Pengfei Wan, Di Zhang, Ying-Cong Chen

CoRR, March, 2025

MINT: Multi-modal Chain of Thought in Unified Generative Models for Enhanced Image Generation.

Yi Wang, Mushui Liu, Wanggui He, Longxiang Zhang, Ziwei Huang, Guanghao Zhang, Fangxun Shu, Tao Zhong, Dong She, Zhelun Yu, Haoyuan Li, Weilong Dai, Mingli Song, Jie Song, Hao Jiang

CoRR, March, 2025

Synth-CLIP: Synthetic data make CLIP generalize better in data-limited scenarios.

Mushui Liu, Weijie He, Ziqian Lu, Jun Dan, Yunlong Yu, Yingming Li, Xi Li, Jungong Han

Neural Networks, 2025

Fully fine-tuned CLIP models are efficient few-shot learners.

Mushui Liu, Bozheng Li, Jun Dan, Ziqian Lu, Zhao Wang, Yunlong Yu

Knowl. Based Syst., 2025

Hybrid mask generation for infrared small target detection with single-point supervision.

Weijie He, Mushui Liu, Yunlong Yu

Neurocomputing, 2025

TFCustom: Customized Image Generation with Time-Aware Frequency Feature Guidance.

Mushui Liu, Dong She, Jingxuan Pang, Qihan Huang, Jiacheng Ying, Wanggui He, Yuanlei Hou, Siming Fu

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2025

Envisioning Class Entity Reasoning by Large Language Models for Few-shot Learning.

Mushui Liu, Fangtai Wu, Bozheng Li, Ziqian Lu, Yunlong Yu, Xi Li

Proceedings of the Thirty-Ninth AAAI Conference on Artificial Intelligence, 2025

LLM4GEN: Leveraging Semantic Representation of LLMs for Text-to-Image Generation.

Mushui Liu, Yuhang Ma, Zhen Yang, Jun Dan, Yunlong Yu, Zeng Zhao, Zhipeng Hu, Bai Liu, Changjie Fan

Proceedings of the Thirty-Ninth AAAI Conference on Artificial Intelligence, 2025

Frame Order Matters: A Temporal Sequence-Aware Model for Few-Shot Action Recognition.

Bozheng Li, Mushui Liu, Gaoang Wang, Yunlong Yu

Proceedings of the Thirty-Ninth AAAI Conference on Artificial Intelligence, 2025

MARS: Mixture of Auto-Regressive Models for Fine-grained Text-to-image Synthesis.

Wanggui He, Siming Fu, Mushui Liu, Xierui Wang, Wenyi Xiao, Fangxun Shu, Yi Wang, Lei Zhang, Zhelun Yu, Haoyuan Li, Ziwei Huang, Leilei Gan, Hao Jiang

Proceedings of the Thirty-Ninth AAAI Conference on Artificial Intelligence, 2025

2024

Tolerant Self-Distillation for image classification.

Mushui Liu, Yunlong Yu, Zhong Ji, Jungong Han, Zhongfei Zhang

Neural Networks, 2024

Similar norm more transferable: Rethinking feature norms discrepancy in adversarial domain adaptation.

Jun Dan, Mushui Liu, Chunfeng Xie, Jiawang Yu, Haoran Xie, Ruokun Li, Shunjie Dong

Knowl. Based Syst., 2024

RestorerID: Towards Tuning-Free Face Restoration with ID Preservation.

Jiacheng Ying, Mushui Liu, Zhe Wu, Runming Zhang, Zhu Yu, Siming Fu, Si-Yuan Cao, Chao Wu, Yunlong Yu, Hui-Liang Shen

CoRR, 2024

Hybrid Mask Generation for Infrared Small Target Detection with Single-Point Supervision.

Weijie He, Mushui Liu, Yunlong Yu, Zheming Lu, Xi Li

CoRR, 2024

Fully Fine-tuned CLIP Models are Efficient Few-Shot Learners.

Mushui Liu, Bozheng Li, Yunlong Yu

CoRR, 2024

LLM4GEN: Leveraging Semantic Representation of LLMs for Text-to-Image Generation.

Mushui Liu, Yuhang Ma, Xinfeng Zhang, Yang Zhen, Zeng Zhao, Zhipeng Hu, Bai Liu, Changjie Fan

CoRR, 2024

CM-UNet: Hybrid CNN-Mamba UNet for Remote Sensing Image Semantic Segmentation.

Mushui Liu, Jun Dan, Ziqian Lu, Yunlong Yu, Yingming Li, Xi Li

CoRR, 2024

HOGDA: Boosting Semi-supervised Graph Domain Adaptation via High-Order Structure-Guided Adaptive Feature Alignment.

Jun Dan, Weiming Liu, Mushui Liu, Chunfeng Xie, Shunjie Dong, Guofang Ma, Yanchao Tan, Jiazheng Xing

Proceedings of the 32nd ACM International Conference on Multimedia, MM 2024, Melbourne, VIC, Australia, 28 October 2024, 2024

Improving Zero-Shot Generalization for CLIP with Variational Adapter.

Ziqian Lu, Fengli Shen, Mushui Liu, Yunlong Yu, Xi Li

Proceedings of the Computer Vision - ECCV 2024, 2024

OmniCLIP: Adapting CLIP for Video Recognition with Spatial-Temporal Omni-Scale Feature Learning.

Mushui Liu, Bozheng Li, Yunlong Yu

Proceedings of the ECAI 2024 - 27th European Conference on Artificial Intelligence, 19-24 October 2024, Santiago de Compostela, Spain, 2024

2023

Lightweight MIMO-WNet for single image deblurring.

Mushui Liu, Yunlong Yu, Yingming Li, Zhong Ji, Wen Chen, Yang Peng

Neurocomputing, 2023

SYNC-CLIP: Synthetic Data Make CLIP Generalize Better in Data-Limited Scenarios.

Mushui Liu, Weijie He, Ziqian Lu, Yunlong Yu

CoRR, 2023