Ran Yi   (易冉)

上海交通大学计算机系 助理教授
Assistant Professor, Department of Computer Science and Engineering
Shanghai Jiao Tong University (SJTU), Shanghai, China
E-mail: ranyi@sjtu.edu.cn
Office: SEIEE 3-533, SJTU
[Google Scholar]      [DMCV Lab] 

Biography  

Ran Yi is an Assistant Professor with Department of Computer Science and Engineering, Shanghai Jiao Tong University, China. She is a member of Digital Media and Computer Vision Laboratory, working closely with Prof. Lizhuang Ma. She received her B.Eng and Ph.D. degree from Tsinghua University, China, in 2016 and 2021 respectively. Her Ph.D advisor is Prof. Yong-Jin Liu, and the lab director is Prof. Shi-Min Hu. She also closely collaborates with Prof. Yu-Kun Lai, Prof. Paul L. Rosin and Prof. Ying He. Her research interests include computer vision, computer graphics and machine intelligence.

[ Research Interests | Openings | Publications | Honors | Education | Working | Teaching | Activities ]

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Research Interests   Top

Computer Vision, Computer Graphics.

Some specific research interests:

Openings / Internship   Top

I am looking for self-motivated PhD, master and undergraduate students to join my research group! If you are interested in computer vision, computer graphics and want to join us, please send me your CV via email. For more info about internship at our group, please refer to this link.

团队招收博士生，硕士生和对科研感兴趣的本科生！如果你对计算机视觉、计算机图形学感兴趣，希望加入我们团队，欢迎与我邮件联系（邮件请附上个人简历）

Selected Publications   2024  2023  2022  2021  2020  2019  2018  2016  Top

(* corresponding author)
Summary: IEEE TPAMI (5) + ACM TOG (3) + IJCV (1) + SIGGRAPH (Asia) Conference (3) + CVPR/ICCV (18) + IEEE TVCG (6) + ICML (1) + AAAI/IJCAI/ACM MM (14)
2024
FEditNet++: Few-Shot Editing of Latent Semantics in GAN Spaces with Correlated Attribute Disentanglement [paper] [code]
Ran Yi, Teng Hu, Mengfei Xia, Yizhe Tang, Yong-Jin Liu
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024 [CCF A]
A Diffusion Model Translator for Efficient Image-to-Image Translation [paper] [code]
Mengfei Xia, Yu Zhou, Ran Yi*, Yong-Jin Liu*, Wenping Wang
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024 [CCF A]
Rethinking Open-World DeepFake Attribution with Multi-Perspective Sensory Learning
Zhimin Sun, Shen Chen, Taiping Yao, Ran Yi*, Shouhong Ding*, Lizhuang Ma
International Journal of Computer Vision (IJCV), 2024 [CCF A]
COMD: Training-free Camera Motion Transfer For Video Generation [arxiv] [project page] [demo video]
Teng Hu, Jiangning Zhang, Ran Yi*, Yating Wang, Hongrui Huang, Jieyu Weng, Yabiao Wang, Lizhuang Ma
ACM International Conference on Multimedia (ACM MM), 2024 [CCF A]
SuperSVG: Superpixel-based Scalable Vector Graphics Synthesis [paper] [code]
Teng Hu, Ran Yi*, Baihong Qian, Jiangning Zhang, Paul L. Rosin, Yu-Kun Lai
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024 [CCF A]
AnomalyDiffusion: Few-Shot Anomaly Image Generation with Diffusion Model [paper] [project] [code]
Teng Hu, Jiangning Zhang, Ran Yi*, Yuzhen Du, Xu Chen, Liang Liu, Yabiao Wang, Chengjie Wang
AAAI Conference on Artificial Intelligence (AAAI), 2024 [CCF A]
Continuous Piecewise-Affine Based Motion Model for Image Animation [paper] [code]
Hexiang Wang, Fengqi Liu, Qianyu Zhou, Ran Yi*, Xin Tan, Lizhuang Ma*
AAAI Conference on Artificial Intelligence (AAAI), 2024 [CCF A]
CloudMix: Dual Mixup Consistency for Unpaired Point Cloud Completion [paper]
Fengqi Liu, Jingyu Gong, Qianyu Zhou, Xuequan Lu, Ran Yi, Yuan Xie, Lizhuang Ma
IEEE Transactions on Visualization and Computer Graphics (TVCG), 2024 [CCF A]
SMaRt: Improving GANs with Score Matching Regularity [paper] [code]
Mengfei Xia, Yujun Shen, Ceyuan Yang, Ran Yi, Wenping Wang, Yong-Jin Liu
International Conference on Machine Learning (ICML), 2024 [CCF A]
PCKRF: Point Cloud Completion and Keypoint Refinement with Fusion Data for 6D Pose Estimation [paper]
Yiheng Han, Irvin Haozhe Zhan, Long Zeng, Yu-Ping Wang, Ran Yi, Minjing Yu, Matthieu Gaetan Lin, Jenny Sheng, Yong-Jin Liu
IEEE Transactions on Visualization and Computer Graphics (TVCG), 2024 [CCF A]
Towards More Accurate Diffusion Model Acceleration with A Timestep Tuner [paper] [code]
Mengfei Xia, Yujun Shen, Changsong Lei, Yu Zhou, Deli Zhao, Ran Yi, Wenping Wang, Yong-jin Liu
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024 [CCF A]
SDPose: Tokenized Pose Estimation via Circulation-Guide Self-Distillation [paper]
Sichen Chen, Yingyi Zhang, Siming Huang, Ran Yi, Ke Fan, Ruixin Zhang, Peixian Chen, Jun Wang, Shouhong Ding, Lizhuang Ma
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024 [CCF A]
Re-thinking Data Availablity Attacks Against Deep Neural Networks [paper] [code]
Bin Fang, Bo Li, Shuang Wu, Shouhong Ding, Ran Yi, Lizhuang Ma
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024 [CCF A]
MSL-Net: Sharp Feature Detection Network for 3D Point Clouds [paper]
Xianhe Jiao, Chenlei Lv, Ran Yi, Junli Zhao, Zhenkuan Pan, Zhongke Wu, Yong-Jin Liu
IEEE Transactions on Visualization and Computer Graphics (TVCG), 2024 [CCF A]
Curved-stroke-based neural painting and stylization through thin plate spline interpolation [paper]
Bohao Tang, Teng Hu, Yuzhen Du, Ran Yi*, Lizhuang Ma
SCIENTIA SINICA Informationis (中国科学:信息科学), 2024 [CCF A中文]
SAMVG: A Multi-Stage Image Vectorization Model with the Segment-Anything Model [paper]
Haokun Zhu, Juang Ian Chong, Teng Hu, Ran Yi*, Yu-Kun Lai, Paul L. Rosin
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2024 [CCF B]
2023
Towards Artistic Image Aesthetics Assessment: a Large-scale Dataset and a New Method [paper] [dataset + code]
Ran Yi*, Haoyuan Tian, Zhihao Gu, Yu-Kun Lai, Paul L. Rosin
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2023 [CCF A]
Phasic Content Fusing Diffusion Model with Directional Distribution Consistency for Few-Shot Model Adaption [paper] [code]
Teng Hu, Jiangning Zhang, Liang Liu, Ran Yi*, Siqi Kou, Haokun Zhu, Xu Chen, Yabiao Wang, Chengjie Wang, Lizhuang Ma
IEEE International Conference on Computer Vision (ICCV), 2023 [CCF A]
Stroke-based Neural Painting and Stylization with Dynamically Predicted Painting Region [paper] [code]
Teng Hu, Ran Yi*, Haokun Zhu, Liang Liu, Jinlong Peng, Yabiao Wang, Chengjie Wang, and Lizhuang Ma
ACM International Conference on Multimedia (ACM MM), 2023 [CCF A]
Multimodal Industrial Anomaly Detection via Hybrid Fusion [paper] [code]
Yue Wang, Jinlong Peng, Jiangning Zhang, Ran Yi*, Yabiao Wang, Chengjie Wang
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2023 [CCF A]
Toward High Quality Facial Representation Learning [paper] [code]
Yue Wang, Jinlong Peng, Jiangning Zhang, Ran Yi*, Liang Liu, Yabiao Wang, Chengjie Wang
ACM International Conference on Multimedia (ACM MM), 2023 [CCF A]
Contrastive Pseudo Learning for Open-World DeepFake Attribution [paper] [code]
Zhimin Sun, Shen Chen, Taiping Yao, Bangjie Yin, Ran Yi*, Shouhong Ding*, Lizhuang Ma
IEEE International Conference on Computer Vision (ICCV), 2023 [CCF A]
Complete 3D Relationships Extraction Modality Alignment Network for 3D Dense Captioning [paper]
Aihua Mao*, Zhi Yang, Wanxin Chen, Ran Yi*, Yong-Jin Liu
IEEE Transactions on Visualization and Computer Graphics (TVCG), 2023 [CCF A]
RFENet: Towards Reciprocal Feature Evolution for Glass Segmentation [paper] [code]
Ke Fan, Changan Wang, Yabiao Wang, Chengjie Wang, Ran Yi*, Lizhuang Ma*
International Joint Conference on Artificial Intelligence (IJCAI), 2023 [CCF A]
Instance-Aware Domain Generalization for Face Anti-Spoofing [paper] [code]
Qianyu Zhou, Ke-Yue Zhang, Taiping Yao, Xuequan Lu, Ran Yi, Shouhong Ding, Lizhuang Ma
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2023 [CCF A]
Make-It-3D: High-Fidelity 3D Creation from A Single Image with Diffusion Prior [paper] [project] [code]
Junshu Tang, Tengfei Wang, Bo Zhang, Ting Zhang, Ran Yi, Lizhuang Ma, Dong Chen
IEEE International Conference on Computer Vision (ICCV), 2023 [CCF A]
LiDAR-Camera Panoptic Segmentation via Geometry-Consistent and Semantic-Aware Alignment [paper] [code]
Zhiwei Zhang, Qian Yu, Zhizhong Zhang, Ran Yi, Yuan Xie, Lizhuang Ma
IEEE International Conference on Computer Vision (ICCV), 2023 [CCF A]
Remembering Normality: Memory-guided Knowledge Distillation for Unsupervised Anomaly Detection [paper]
Zhihao Gu, Liang Liu, Xu Chen, Ran Yi, Jiangning Zhang, Yabiao Wang, Chengjie Wang, Annan Shu, Guannan Jiang, Lizhuang Ma
IEEE International Conference on Computer Vision (ICCV), 2023 [CCF A]
RT-Octree: Accelerate PlenOctree Rendering with Batched Regular Tracking and Neural Denoising for Real-time Neural Radiance Fields [paper] [project] [code]
Zixi Shu, Ran Yi*, Yuqi Meng, Yutong Wu, Lizhuang Ma
ACM SIGGRAPH Asia 2023 Conference Proceedings (SIGGRAPH Asia), 2023
T3Bench: Benchmarking Current Progress in Text-to-3D Generation [arxiv] [project] [code]
Yuze He, Yushi Bai, Matthieu Lin, Wang Zhao, Yubin Hu, Jenny Sheng, Ran Yi, Juanzi Li, Yong-Jin Liu
Arxiv, 2023
EMCLR: Expectation Maximization Contrastive Learning Representations [paper]
Meng Liu, Ran Yi*, Lizhuang Ma*
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023 [CCF B]
2022
Animating Portrait Line Drawings from a Single Face Photo and a Speech Signal [paper] [code] [demo video]
Ran Yi, Zipeng Ye, Ruoyu Fan, Yezhi Shu, Yong-Jin Liu, Yu-Kun Lai, Paul L. Rosin
ACM SIGGRAPH 2022 Conference Proceedings (SIGGRAPH), 2022 [CCF A]
Quality Metric Guided Portrait Line Drawing Generation from Unpaired Training Data [paper] [code]
Ran Yi, Yong-Jin Liu, Yu-Kun Lai, Paul L. Rosin
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 [CCF A]
Predicting Personalized Head Movement From Short Video and Speech Signal [paper] [code] [demo video]
Ran Yi, Zipeng Ye, Zhiyao Sun, Juyong Zhang, Guoxin Zhang, Pengfei Wan, Hujun Bao, Yong-Jin Liu
IEEE Transactions on Multimedia (TMM), 2022 [CCF B]
Audio-Driven Talking Face Video Generation with Dynamic Convolution Kernels [paper] [demo video]
Zipeng Ye, Mengfei Xia, Ran Yi*, Juyong Zhang, Yu-Kun Lai, Xuwei Huang, Guoxin Zhang, Yong-Jin Liu*
IEEE Transactions on Multimedia (TMM), 2022 [CCF B]
LAKe-Net: Topology-Aware Point Cloud Completion by Localizing Aligned Keypoints [paper] [code]
Junshu Tang, Zhijun Gong, Ran Yi*, Yuan Xie, Lizhuang Ma*
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2022 [CCF A]
ScatterNet: Point Cloud Learning via Scatters [paper]
Qi Liu, Nianjuan Jiang, Jiangbo Lu, Mingang Chen, Ran Yi*, Lizhuang Ma*
ACM International Conference on Multimedia (ACM MM), 2022 [CCF A]
ISDNet: Integrating Shallow and Deep Networks for Efficient Ultra-high Resolution Segmentation [paper] [code]
Shaohua Guo, Liang Liu, Zhenye Gan, Yabiao Wang, Wuhao Zhang, Chengjie Wang, Guannan Jiang, Wei Zhang, Ran Yi*, Lizhuang Ma*, Ke Xu
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2022 [CCF A]
Exploiting Fine-grained Face Forgery Clues via Progressive Enhancement Learning [paper]
Qiqi Gu, Shen Chen, Taiping Yao, Yang Chen, Shouhong Ding*, Ran Yi*
AAAI Conference on Artificial Intelligence (AAAI), 2022 [CCF A]
Adaptive Mixture of Experts Learning for Generalizable Face Anti-Spoofing [paper]
Qianyu Zhou, Ke-Yue Zhang, Taiping Yao, Ran Yi, Shouhong Ding, Lizhuang Ma
ACM International Conference on Multimedia (ACM MM), 2022 [CCF A]
Region-Aware Temporal Inconsistency Learning for DeepFake Video Detection [paper]
Zhihao Gu, Taiping Yao, Yang Chen, Ran Yi, Shouhong Ding, Lizhuang Ma
International Joint Conference on Artificial Intelligence (IJCAI), 2022 [CCF A]
Generative Domain Adaptation for Face Anti-Spoofing [paper]
Qianyu Zhou, Ke-Yue Zhang, Taiping Yao, Ran Yi, Kekai Sheng, Shouhong Ding, Lizhuang Ma
European Conference on Computer Vision (ECCV), 2022 [CCF B]
Optimization over Disentangled Encoding: Unsupervised Cross-Domain Point Cloud Completion via Occlusion Factor Manipulation [paper] [code]
Jingyu Gong, Fengqi Liu, Jiachen Xu, Min Wang, Xin Tan, Zhizhong Zhang, Ran Yi, Haichuan Song, Yuan Xie, Lizhuang Ma
European Conference on Computer Vision (ECCV), 2022 [CCF B]
Domain Adaptive Semantic Segmentation via Regional Contrastive Consistency Regularization [paper] [code]
Qianyu Zhou, Chuyun Zhuang, Ran Yi, Xuequan Lu, Lizhuang Ma.
IEEE International Conference on Multimedia and Expo (ICME), 2022 [CCF B]
2021
GAN-based Multi-Style Photo Cartoonization [paper] [code]
Yezhi Shu#, Ran Yi# (equal contribution), Mengfei Xia, Zipeng Ye, Wang Zhao, Yang Chen, Yu-Kun Lai, Yong-Jin Liu
IEEE Transactions on Visualization and Computer Graphics (TVCG), 2021 [CCF A]
3D-CariGAN: An End-to-End Solution to 3D Caricature Generation from Normal Face Photos [paper] [code]
Zipeng Ye, Mengfei Xia, Yanan Sun, Ran Yi*, Minjing Yu*, Juyong Zhang, Yu-Kun Lai, Yong-Jin Liu*
IEEE Transactions on Visualization and Computer Graphics (TVCG), 2021 [CCF A]
2020
Line Drawings for Face Portraits from Photos using Global and Local Structure based GANs [paper] [code] [code (Jittor)]
Ran Yi, Mengfei Xia, Yong-Jin Liu, Yu-Kun Lai, Paul L. Rosin
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020 [CCF A]
Unpaired Portrait Drawing Generation via Asymmetric Cycle Mapping [paper] [code] [code (Jittor)]
Ran Yi, Yong-Jin Liu, Yu-Kun Lai, Paul L. Rosin
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020 [CCF A]
Feature-Aware Uniform Tessellations on Video Manifold for Content-Sensitive Supervoxels [paper] [code] [demo video]
Ran Yi, Zipeng Ye, Wang Zhao, Minjing Yu, Yu-Kun Lai, Yong-Jin Liu
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020 [CCF A]
Dirichlet energy of Delaunay meshes and intrinsic Delaunay triangulations [paper]
Zipeng Ye, Ran Yi, Wenyong Gong, Ying He, Yong-Jin Liu
Computer-Aided Design (CAD), 2020 [CCF B]
Audio-driven Talking Face Video Generation with Learning-based Personalized Head Pose [paper] [code] [demo video]
Ran Yi, Zipeng Ye, Juyong Zhang, Hujun Bao, Yong-Jin Liu
Arxiv, 2020
2019
APDrawingGAN: Generating Artistic Portrait Drawings from Face Photos with Hierarchical GANs [paper] [code] [dataset] [code (Jittor)]
Ran Yi, Yong-Jin Liu, Yu-Kun Lai, Paul L. Rosin
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019 (oral) [CCF A]
Fast Computation of Content-Sensitive Superpixels and Supervoxels using q-distances [paper] [code]
Zipeng Ye#, Ran Yi# (equal contribution), Minjing Yu, Yong-Jin Liu, Ying He
IEEE International Conference on Computer Vision (ICCV), 2019 [CCF A]
2018
Delaunay Mesh Simplification with Differential Evolution [paper] [demo video]
Ran Yi, Yong-Jin Liu, Ying He
ACM Transactions on Graphics (SIGGRAPH ASIA), 2018 [CCF A]
Content-Sensitive Supervoxels via Uniform Tessellations on Video Manifolds [paper]
Ran Yi, Yong-Jin Liu, Yu-Kun Lai
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018 [CCF A]
2016
Manifold Differential Evolution (MDE): A Global Optimization Method for Geodesic Centroidal Voronoi Tessellations on Meshes [paper] [demo video]
Yong-Jin Liu, Chun-Xu Xu, Ran Yi, Dian Fan, Ying He
ACM Transactions on Graphics (SIGGRAPH ASIA), 2016 [CCF A]

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