马锐｜吉林大学｜学者主页

期刊论文

2026

基于深度融合多模态特征的三维点云分类小样本类增量学习

朱晨浠，卢奕南，伍铁如，龚文勇，马锐

《图学学报》

2026

大模型驱动三维资产程序化生成与评估方法

杭朋洁，卢奕南，白桐源，伍铁如，马锐

《计算机辅助设计与图形学学报》

2026

LlaMario：基于大语言模型的可控马里奥关卡生成

耿钰轩，卢奕南，伍铁如，李文辉，马锐

《图学学报》

2026

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs

Ye Wang, Hongjun Wang, Haoxuan Fang, Tongyuan Bai, Zuwei Long, Peixian Chen, Wei Liu, Wei-Bo Gu, Xing Sun, Rui Ma

arXiv.org

DOI

2026

Physics-Aware 3D Gaussian Editing for Driving Scene Generation

Feng Zhou, Jian Zhang, Yuhang Sun, He Wang, Qiong Wen, Debao Kong, Tie-Ru Wu, Rui Ma

arXiv.org

DOI

2026

A training-free framework for high-fidelity appearance transfer via diffusion transformers

Sheng-Rong Gu, Ye Wang, Songyin Wu, Rui Ma, Qian Wang, Lan-Jun Wang, Zi-Li Yi

IEEE International Conference on Acoustics, Speech, and Signal Processing

DOI

2026

TP-VPR: Enhancing Visual Place Recognition with Textual Priors via Two-Stage Image–Text Alignment

Li Shi, Tie-Ru Wu, Rui Ma

2026 International Conference on Communication Networks and Machine Learning (CNML)

DOI

2026

Enhancing part-level text-to-shape generation through hierarchical structure modeling

Lin-Lian Jiang, Xin-Xin Zuo, Peng Zheng, Yi-Bo Zhang, Yang Wang, Rui Ma

The Visual Computer

DOI

2026

RealSkin: Spatio-Spectral Partial Neural Adjoint Maps for Image-to-3D Attribute Transfer

Jing Li, Ya-Wei Luo, Xiang-Ze Meng, Ying Li, Tie-Ru Wu, Rui Ma

arXiv.org

DOI

2025

DP-Adapter: Dual-pathway adapter for boosting fidelity and text consistency in customizable human image generation

Ye Wang, Ruiqi Liu, Xuping Xie, Lanjun Wang, Zili Yi, Rui Ma

Graphical Models

DOI

2025

OmniStyle: Filtering High Quality Style Transfer Data at Scale

Ye Wang, Rui-Qi Liu, Jiang Lin, Fei Liu, Zi-Li Yi, Yi-Lin Wang, Rui Ma

Computer Vision and Pattern Recognition

DOI

2025

OmniStyle2: Scalable and High Quality Artistic Style Transfer Data Generation via Destylization

Ye Wang, Zi-Li Yi, Yi-Bo Zhang, Peng Zheng, Xuping Xie, Jiang Lin, Yi-Lin Wang, Rui Ma

arXiv.org

DOI

2025

PairHuman: A high-fidelity photographic dataset for customized dual-person generation

Ting Pan, Ye Wang, Peiguang Jing, Rui Ma, Zi-Li Yi, Yu Liu

Information Fusion

DOI

2025

SigStyle: Signature Style Transfer via Personalized Text-to-Image Models

Ye Wang, Tongyuan Bai, Xuping Xie, Zi-Li Yi, Yi-Lin Wang, Rui Ma

AAAI Conference on Artificial Intelligence

DOI

2025

SingleDream: Attribute-Driven T2I Customization from a Single Reference Image

Ye Wang, Rui-Qi Liu, Zi-Li Yi, Tie-Ru Wu, Rui Ma

International Conference on Computational Visual Media

DOI

2025

BootPlace: Bootstrapped Object Placement with Detection Transformers

Hang Zhou, Xinxin Zuo, Rui Ma, Li Cheng

IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings

DOI

2025

DecoupledGaussian: Object-Scene Decoupling for Physics-Based Interaction

Miaowei Wang, Yibo Zhang, Weiwei Xu, Rui Ma, Changqing Zou, Daniel Morris

IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings

DOI

2024

SemanticHuman-HD: High-Resolution Semantic Disentangled 3D Human Generation

Peng Zheng, Tao Liu, Zi-Li Yi, Rui Ma

European Conference on Computer Vision

DOI

2024

OSTAF: A One-Shot Tuning Method for Improved Attribute-Focused T2I Personalization

Ye Wang, Zi-Li Yi, Rui Ma

arXiv.org

DOI

2024

3D-SSGAN: Lifting 2D Semantics for 3D-Aware Compositional Portrait Synthesis

Rui-Qi Liu, Peng Zheng, Ye Wang, Rui Ma

Pacific Conference on Computer Graphics and Applications

DOI

2024

TaylorGrid: Towards Fast and High-Quality Implicit Field Learning via Direct Taylor-based Grid Optimization

Renyi Mao, Qingshan Xu, Peng Zheng, Ye Wang, Tie-Ru Wu, Rui Ma

arXiv.org

DOI

2024

DiffPop: Plausibility‐Guided Object Placement Diffusion for Image Composition

Jiacheng Liu, Hang Zhou, Shida Wei, Rui Ma

Computer Graphics Forum

DOI

2024

GaussianPrediction: Dynamic 3D Gaussian Prediction for Motion Extrapolation and Free View Synthesis

Boming Zhao, Yuan Li, Ziyu Sun, Lin Zeng, Yujun Shen, Rui Ma, Yinda Zhang, Hujun Bao, Zhaopeng Cui

ACM SIGGRAPH Conference Papers (SIGGRAPH)

DOI

2024

3D-SceneDreamer: Text-Driven 3D-Consistent Scene Generation

Songchun Zhang, Yibo Zhang, Quan Zheng, Rui Ma, Wei Hua, Hujun Bao, Weiwei Xu, Changqing Zou

IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings

DOI

2023

P2M2-Net: Part-Aware Prompt-Guided Multimodal Point Cloud Completion

Lin-Lian Jiang, Pan Chen, Ye Wang, Tie-Ru Wu, Rui Ma

International Conference on Computer-Aided Design and Computer Graphics

DOI

2021

RaidaR: A Rich Annotated Image Dataset of Rainy Street Scenes

Jiongchao Jin, Arezou Fatemi, Wallace Lira, Fenggen Yu, Biao Leng, Rui Ma, Ali Mahdavi Amiri, Hao Zhang

IEEE/CVF International Conference on Computer Vision Workshops (ICCVW)

DOI

2021

Spatial-Temporal Residual Aggregation for High Resolution Video Inpainting

Vishnu Sanjay Ramiya Srinivasan, Rui Ma, Qiang Tang, Zili Yi, Zhan Wei Xu

British Machine Vision Conference (BMVC)

DOI

2015

Angle-Preserving Quadrilateral Mesh Parameterization

Wenyong Gong, Xiaohua Xie, Rui Ma, Tieru Wu

IEEE Computer Graphics and Applications

DOI

2013

多源混合变形传递研究

彭博，张辉鑫，郝志伟，王健，马锐，伍铁如

《计算机学报》

NHO: A N EURAL H AMILTONIAN O PERATOR FOR A NCHOR - BASED R EGION L OCALIZATION AND D ENSE C ORRESPONDANCE

Jing Li, Ya-Wei Luo, Xiang-Ze Meng, Ying Li, Tie-Ru Wu, Rui Ma

预印本

2026

NHO: A Neural Hamiltonian Operator for Anchor-based Region Localization and Dense Correspondence

Jing Li, Yawei Luo, Xiangze Meng, Ying Li, Tieru Wu, Rui Ma

arXiv preprint

2026

PIE-PS: Photometric Stereo from Physical Irradiance Event Streams

Xiangze Meng, Guangyu Li, Jing Li, Di Mei, Songchen Ma, Mingkun Xu, Rui Ma

arXiv preprint

2026

PhysCodeBench: Benchmarking Physics-Aware Symbolic Simulation of 3D Scenes via Self-Corrective Multi-Agent Refinement

Tianyidan Xie, Peiyu Wang, Hu Jiaxin, Yuyi Qian, Yuxuan Wang, Shenyi Wang, Rui Ma, Yanlun Peng, Lanjun Wang, Ying Tai, Jian Yang, Zili Yi

arXiv preprint

2026

UltraTex: Unleashing 2K Multi-View Diffusion for 3D Texturing

Yibo Zhang, Ze Yuan, Nan Cao, Li Zhang, Yan-Pei Cao, Yuan-Chen Guo, Rui Ma

arXiv preprint

2026

MiMo-V2-Flash Technical Report

Xiaomi LLM-Core Team, :, Bangjun Xiao, Bingquan Xia, Bo Yang, Bofei Gao, Bowen Shen, Chen Zhang, Chenhong He, Chiheng Lou, Fuli Luo, Gang Wang, Gang Xie, Hailin Zhang, Hanglong Lv, Hanyu Li, Heyu Chen, Hongshen Xu, Houbin Zhang, Huaqiu Liu, Jiangshan Duo, Jianyu Wei, Jiebao Xiao, Jinhao Dong, Jun Shi, Junhao Hu, Kainan Bao, Kang Zhou, Lei Li, Liang Zhao, Linghao Zhang, Peidian Li, Qianli Chen, Shaohui Liu, Shihua Yu, Shijie Cao, Shimao Chen, Shouqiu Yu, Shuo Liu, Tianling Zhou, Weijiang Su, Weikun Wang, Wenhan Ma, Xiangwei Deng, Bohan Mao, Bowen Ye, Can Cai, Chenghua Wang, Chengxuan Zhu, Chong Ma, Chun Chen, Chunan Li, Dawei Zhu, Deshan Xiao, Dong Zhang, Duo Zhang, Fangyue Liu, Feiyu Yang, Fengyuan Shi, Guoan Wang, Hao Tian, Hao Wu, Heng Qu, Hongfei Yi, Hongxu An, Hongyi Guan, Xing Zhang, Yifan Song, Yihan Yan, Yihao Zhao, Yingchun Lai, Yizhao Gao, Yu Cheng, Yuanyuan Tian, Yudong Wang, Zhen Tang, Zhengju Tang, Zhengtao Wen, Zhichao Song, Zhixian Zheng, Zihan Jiang, Jian Wen, Jiarui Sun, Jiawei Li, Jinlong Xue, Jun Xia, Kai Fang, Menghang Zhu, Nuo Chen, Qian Tu, Qihao Zhang, Qiying Wang, Rang Li, Rui Ma, Shaolei Zhang, Shengfan Wang, Shicheng Li, Shuhao Gu, Shuhuai Ren, Sirui Deng, Tao Guo, Tianyang Lu, Weiji Zhuang, Weikang Zhang, Weimin Xiong, Wenshan Huang, Wenyu Yang, Xin Zhang, Xing Yong, Xu Wang, Xueyang Xie, Yilin Jiang, Yixin Yang, Yongzhe He, Yu Tu, Yuanliang Dong, Yuchen Liu, Yue Ma, Yue Yu, Yuxing Xiang, Zhaojun Huang, Zhenru Lin, Zhipeng Xu, Zhiyang Chen, Zhonghua Deng, Zihan Zhang, Zihao Yue

arXiv preprint

2026

Group-of-Latents: Perceptual Video Compression at Extreme Bitrates via Masked Latent Generative Modeling

Shaokang Wang, Jinchang Xu, Peidong Jia, Zhijian Hao, Siyuan Qian, Fei Zhao, Rui Ma, Xiaozhu Ju, Jian Tang, Xiaodong Xie, Shanghang Zhang, Huizhu Jia

arXiv preprint

2026

SnapFlow: One-Step Action Generation for Flow-Matching VLAs via Progressive Self-Distillation

Wuyang Luan, Junhui Li, Weiguang Zhao, Rui Ma, Tieru Wu

arXiv preprint

2026

IOI: Decoupling Kinematics and Physics for Interactive World Models

Chengyu Bai, Peidong Jia, Tiecheng Guo, Yukai Wang, Rui Ma, Fangyuan Zhao, Chunkai Fan, Xiaobao Wei, Jintao Chen, Hao Wang, Ying Li, Xiaozhu Ju, Jian Tang, Shanghang Zhang

arXiv preprint

2026

CopyCat: Improving Fine-Grained Subject Consistency in Subject-to-Image Models within Seconds

Peng Zheng, Ruiqi Liu, Rui Ma, Zuxuan Wu

arXiv preprint

2026

Rectified Schrödinger Bridge Matching for Few-Step Visual Navigation

Wuyang Luan, Junhui Li, Weiguang Zhao, Wenjian Zhang, Tieru Wu, Rui Ma

arXiv preprint

2026

SafeDojo: Safe Reinforcement Learning for VLA via Interactive World Model

Kai Tang, Peidong Jia, Zhong Chu, Jixian Wu, Rui Ma, Jiajun Cao, Fangyuan Zhao, Sixiang Chen, Yichen Guo, Xiaowei Chi, Chun-Kai Fan, Kevin Zhang, Jinchang Xu, Fubing Yang, Weishi Mi, Xiaozhu Ju, Jian Tang, Shanghang Zhang

arXiv preprint

2025

Revisiting the Data Sampling in Multimodal Post-training from a Difficulty-Distinguish View

Jianyu Qi, Ding Zou, Wenrui Yan, Rui Ma, Jiaxu Li, Zhijie Zheng, Zhiguo Yang, Rongchang Zhao

arXiv preprint

2025

ERTACache: Error Rectification and Timesteps Adjustment for Efficient Diffusion

Xurui Peng, Chenqian Yan, Hong Liu, Rui Ma, Fangmin Chen, Xing Wang, Zhihua Wu, Songwei Liu, Mingbao Lin

arXiv preprint

2025

ViRC: Enhancing Visual Interleaved Mathematical CoT with Reason Chunking

Lihong Wang, Liangqi Li, Weiwei Feng, Jiamin Wu, Changtao Miao, Tieru Wu, Rui Ma, Bo Zhang, Zhe Li

arXiv preprint

2025

TexVerse: A Universe of 3D Objects with High-Resolution Textures

Yibo Zhang, Li Zhang, Rui Ma, Nan Cao

arXiv preprint

2025

Boosting the Generalization and Reasoning of Vision Language Models with Curriculum Reinforcement Learning

Huilin Deng, Ding Zou, Rui Ma, Hongchen Luo, Yang Cao, Yu Kang

arXiv preprint

2025

SuperNeRF-GAN: A Universal 3D-Consistent Super-Resolution Framework for Efficient and Enhanced 3D-Aware Image Synthesis

Peng Zheng, Linzhi Huang, Yizhou Yu, Yi Chang, Yilin Wang, Rui Ma

arXiv preprint

2025

FreeLoRA: Enabling Training-Free LoRA Fusion for Autoregressive Multi-Subject Personalization

Peng Zheng, Ye Wang, Rui Ma, Zuxuan Wu

arXiv preprint

2025

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts

Tongyuan Bai, Wangyuanfan Bai, Dong Chen, Tieru Wu, Manyi Li, Rui Ma

arXiv preprint

2024

A Dataset and Benchmark for Copyright Infringement Unlearning from Text-to-Image Diffusion Models

Rui Ma, Qiang Zhou, Yizhu Jin, Daquan Zhou, Bangjun Xiao, Xiuyu Li, Yi Qu, Aishani Singh, Kurt Keutzer, Jingtong Hu, Xiaodong Xie, Zhen Dong, Shanghang Zhang, Shiji Zhou

arXiv preprint

2024

PiGW: A Plug-in Generative Watermarking Framework

Rui Ma, Mengxi Guo, Li Yuming, Hengyuan Zhang, Cong Ma, Yuan Li, Xiaodong Xie, Shanghang Zhang

arXiv preprint

2024

One-Shot Learning for Pose-Guided Person Image Synthesis in the Wild

Dongqi Fan, Tao Chen, Mingjie Wang, Rui Ma, Qiang Tang, Zili Yi, Qian Wang, Liang Chang

arXiv preprint

2024

Anywhere: A Multi-Agent Framework for User-Guided, Reliable, and Diverse Foreground-Conditioned Image Generation

Tianyidan Xie, Rui Ma, Qian Wang, Xiaoqian Ye, Feixuan Liu, Ying Tai, Zhenyu Zhang, Lanjun Wang, Zili Yi

arXiv preprint

2024

Diff3DS: Generating View-Consistent 3D Sketch via Differentiable Curve Rendering

Yibo Zhang, Lihong Wang, Changqing Zou, Tieru Wu, Rui Ma

arXiv preprint

2024

PGAHum: Prior-Guided Geometry and Appearance Learning for High-Fidelity Animatable Human Reconstruction

Hao Wang, Qingshan Xu, Hongyuan Chen, Rui Ma

arXiv preprint

2023

MXM-CLR: A Unified Framework for Contrastive Learning of Multifold Cross-Modal Representations

Ye Wang, Bowei Jiang, Changqing Zou, Rui Ma

arXiv preprint

2022

Towards Blind Watermarking: Combining Invertible and Non-invertible Mechanisms

Rui Ma, Mengxi Guo, Yi Hou, Fan Yang, Yuan Li, Huizhu Jia, Xiaodong Xie

arXiv preprint

DOI

2021

SAC-GAN: Structure-Aware Image Composition

Hang Zhou, Rui Ma, Ling-Xiao Zhang, Lin Gao, Ali Mahdavi-Amiri, Hao Zhang

arXiv preprint

精选作品

期刊论文

基于深度融合多模态特征的三维点云分类小样本类增量学习

大模型驱动三维资产程序化生成与评估方法

LlaMario：基于大语言模型的可控马里奥关卡生成

STBridge: Shared-Target Alignment for Bridging Understanding and Generation in UMMs

Physics-Aware 3D Gaussian Editing for Driving Scene Generation

A training-free framework for high-fidelity appearance transfer via diffusion transformers

TP-VPR: Enhancing Visual Place Recognition with Textual Priors via Two-Stage Image–Text Alignment

Enhancing part-level text-to-shape generation through hierarchical structure modeling

RealSkin: Spatio-Spectral Partial Neural Adjoint Maps for Image-to-3D Attribute Transfer

DP-Adapter: Dual-pathway adapter for boosting fidelity and text consistency in customizable human image generation

OmniStyle: Filtering High Quality Style Transfer Data at Scale

OmniStyle2: Scalable and High Quality Artistic Style Transfer Data Generation via Destylization

PairHuman: A high-fidelity photographic dataset for customized dual-person generation

SigStyle: Signature Style Transfer via Personalized Text-to-Image Models

SingleDream: Attribute-Driven T2I Customization from a Single Reference Image

BootPlace: Bootstrapped Object Placement with Detection Transformers

DecoupledGaussian: Object-Scene Decoupling for Physics-Based Interaction

SemanticHuman-HD: High-Resolution Semantic Disentangled 3D Human Generation

OSTAF: A One-Shot Tuning Method for Improved Attribute-Focused T2I Personalization

3D-SSGAN: Lifting 2D Semantics for 3D-Aware Compositional Portrait Synthesis

TaylorGrid: Towards Fast and High-Quality Implicit Field Learning via Direct Taylor-based Grid Optimization

DiffPop: Plausibility‐Guided Object Placement Diffusion for Image Composition

GaussianPrediction: Dynamic 3D Gaussian Prediction for Motion Extrapolation and Free View Synthesis

3D-SceneDreamer: Text-Driven 3D-Consistent Scene Generation

P2M2-Net: Part-Aware Prompt-Guided Multimodal Point Cloud Completion

RaidaR: A Rich Annotated Image Dataset of Rainy Street Scenes

Spatial-Temporal Residual Aggregation for High Resolution Video Inpainting

Angle-Preserving Quadrilateral Mesh Parameterization

多源混合变形传递研究

NHO: A N EURAL H AMILTONIAN O PERATOR FOR A NCHOR - BASED R EGION L OCALIZATION AND D ENSE C ORRESPONDANCE

预印本

NHO: A Neural Hamiltonian Operator for Anchor-based Region Localization and Dense Correspondence

PIE-PS: Photometric Stereo from Physical Irradiance Event Streams

PhysCodeBench: Benchmarking Physics-Aware Symbolic Simulation of 3D Scenes via Self-Corrective Multi-Agent Refinement

UltraTex: Unleashing 2K Multi-View Diffusion for 3D Texturing

MiMo-V2-Flash Technical Report

Group-of-Latents: Perceptual Video Compression at Extreme Bitrates via Masked Latent Generative Modeling

SnapFlow: One-Step Action Generation for Flow-Matching VLAs via Progressive Self-Distillation

IOI: Decoupling Kinematics and Physics for Interactive World Models

CopyCat: Improving Fine-Grained Subject Consistency in Subject-to-Image Models within Seconds

Rectified Schrödinger Bridge Matching for Few-Step Visual Navigation

SafeDojo: Safe Reinforcement Learning for VLA via Interactive World Model

Revisiting the Data Sampling in Multimodal Post-training from a Difficulty-Distinguish View

ERTACache: Error Rectification and Timesteps Adjustment for Efficient Diffusion

ViRC: Enhancing Visual Interleaved Mathematical CoT with Reason Chunking

TexVerse: A Universe of 3D Objects with High-Resolution Textures

Boosting the Generalization and Reasoning of Vision Language Models with Curriculum Reinforcement Learning

SuperNeRF-GAN: A Universal 3D-Consistent Super-Resolution Framework for Efficient and Enhanced 3D-Aware Image Synthesis

FreeLoRA: Enabling Training-Free LoRA Fusion for Autoregressive Multi-Subject Personalization

FreeScene: Mixed Graph Diffusion for 3D Scene Synthesis from Free Prompts

A Dataset and Benchmark for Copyright Infringement Unlearning from Text-to-Image Diffusion Models

PiGW: A Plug-in Generative Watermarking Framework

One-Shot Learning for Pose-Guided Person Image Synthesis in the Wild

Anywhere: A Multi-Agent Framework for User-Guided, Reliable, and Diverse Foreground-Conditioned Image Generation

Diff3DS: Generating View-Consistent 3D Sketch via Differentiable Curve Rendering

PGAHum: Prior-Guided Geometry and Appearance Learning for High-Fidelity Animatable Human Reconstruction

MXM-CLR: A Unified Framework for Contrastive Learning of Multifold Cross-Modal Representations

Towards Blind Watermarking: Combining Invertible and Non-invertible Mechanisms

SAC-GAN: Structure-Aware Image Composition

研究方向