Selected Publications

You can find my full publication list on my Google Scholar Profile or my ResearchGate Profile.
Remark: ^* Co-first authors, ^† Corresponding or Co-corresponding authors

ZeroPIE: Zero-Reference Polarization-Aware Low-Light Enhancement via Physically Derived Illumination-Invariant Priors

Zhenshuo Yang, Zhiyuan Liu, Yang Lu, Jiawei Liu, Jiandong Tian.

IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI 2026)

Paper

Discrete Diffusion Bridges for Spatiotemporally Aligned Image Translation and Generation

Xing Xie, Jiawei Liu, Shijun Zhou, Huijie Fan, Zhi Han, Yandong Tang, Liangqiong Qu.

European conference on computer vision (ECCV 2026)

Paper Code Video

Decoupled Residual Denoising Diffusion Models for Unified and Data Efficient Image-to-Image Translation

Ziyue Lin^*, Jiahe Hou^*, Xia Hongyu^*, Xinrui Xie, Feifei Wang, Yuyin Zhou, Wei Wang, Jiawei Liu^†, Liangqiong Qu^†.

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2026)

Paper Code Video

MMGT: Motion Mask Guided Two-Stage Network for Co-Speech Gesture Video Generation

Siyuan Wang^*, Jiawei Liu^*, Wei Wang^†, Yeying Jin, Jinsong Du, Zhi Han.

IEEE Transactions on Circuits and Systems for Video Technology (TCSVT 2026)

Paper Code

DVG-Diffusion: Dual-View Guided Diffusion Model for CT Reconstruction from X-Rays

Xing Xie, Jiawei Liu, Huijie Fan, Zhi Han^†, Yandong Tang, Liangqiong Qu^†.

IEEE Transactions on Image Processing (TIP 2026)

Paper Code

Unleashing the Potential of Large Language Models for Text-to-Image Generation through Autoregressive Representation Alignment (Oral Presentation)

Xing Xie^*, Jiawei Liu^*, Ziyue Lin, Huijie Fan^†, Zhi Han, Yandong Tang, Liangqiong Qu^†.

AAAI Conference on Artificial Intelligence (AAAI 2026)

Paper Code

BearLLM: A Prior Knowledge-Enhanced Bearing Health Management Framework with Unified Vibration Signal Representation

Haotian Peng^*, Jiawei Liu^*, Jinsong Du, Jie Gao^†, Wei Wang^†.

AAAI Conference on Artificial Intelligence (AAAI 2025)

Paper Code

A Unified Rotating Machinery Health Management Framework Leveraging Large Language Models for Diverse Components, Conditions, and Tasks

Haotian Peng, Jie Gao^†, Jiawei Liu, Jinsong Du, Wei Wang.

Engineering Applications of Artificial Intelligence (EAAI 2025)

Paper Code

Residual Denoising Diffusion Models

Jiawei Liu, Qiang Wang, Huijie Fan^†, Yinong Wang, Yandong Tang, Liangqiong Qu^†.

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2024)

Paper Code Video

A Shadow Imaging Bilinear Model and Three-branch Residual Network for Shadow Removal

Jiawei Liu, Qiang Wang, Huijie Fan^†, Jiandong Tian, Yandong Tang.

IEEE Transactions on Neural Networks and Learning Systems (TNNLS 2024)

Paper Code

Polarization-aware Low-light Image Enhancement for Nighttime Intelligent Vehicles

Yang Lu, Jiandong Tian^†, Yiming Su, Jiawei Liu, Chunhui Hao, Chenghai Yue, Xin Yang.

IEEE Transactions on Intelligent Vehicles (TIV 2024)

Paper

A Decoupled Multi-task Network for Shadow Removal

Jiawei Liu^*, Qiang Wang^*, Huijie Fan^†, Wentao Li, Liangqiong Qu, Yandong Tang.

IEEE Transactions on Multimedia (TMM 2023)

Paper Code