Jiancheng Yang

Jiancheng Yang

Assistant Professor
ELLIS Institute
Yang Jiancheng group

Jiancheng (JC) Yang is a Principal Investigator at the ELLIS Institute Finland and Assistant Professor (Tenure-Track) at Aalto University, where he leads the Health Intelligence (HINT) group. He received his Bachelor’s and PhD degrees from Shanghai Jiao Tong University, was a visiting fellow at Harvard, and completed postdoctoral training at EPFL.

His research advances AI for health, with a focus on spatial intelligence, generative AI, and multimodal deep learning. JC has authored over 60 publications and is recognized for developing MedMNIST. He serves as Area Chair for MICCAI/MIDL and is an Editorial Board Member of npj Digital Medicine. He was the co-founder and CTO of a medical AI startup, with NMPA-approved (China's FDA) products and multi-million-dollar venture funding. He is a Forbes 30 Under 30 honoree and a recipient of the WAIC Yunfan Award.

Full researcher profile
https://research.aalto.fi/...

Osaamisalueet

AI for Health, Medical Image Analysis, 3D Vision, Spatial Intelligence, Machine Learning, Computer Vision, 113 Computer and information sciences, 217 Medical engineering, 213 Electronic, automation and communications engineering, electronics, 3 Medical and health sciences, Computational data analysis, Medical engineering, Computational science, Automation and systems technology, Systems biology, bioinformatics

Tutkimusryhmät

  • Yang Jiancheng group

Julkaisut

MedShapeNet - a large-scale dataset of 3D medical shapes for computer vision

Jianning Li, Zongwei Zhou, Jiancheng Yang, Antonio Pepe, Christina Gsaxner, Gijs Luijten, Chongyu Qu, Tiezheng Zhang, Xiaoxi Chen, Wenxuan Li, Marek Wodzinski, Paul Friedrich, Kangxian Xie, Yuan Jin, Narmada Ambigapathy, Enrico Nasca, Naida Solak, Gian Marco Melito, Viet Duc Vu, Afaque R. Memon, Christopher Schlachta, Sandrine De Ribaupierre, Rajnikant Patel, Roy Eagleson, Xiaojun Chen, Heinrich Maechler, Jan Stefan Kirschke, Ezequiel de la Rosa, Patrick Ferdinand Christ, Hongwei Bran Li, David G. Ellis, Michele R. Aizenberg, Sergios Gatidis, Thomas Kuestner, Nadya Shusharina, Nicholas Heller, Vincent Andrearczyk, Adrien Depeursinge, Mathieu Hatt, Anjany Sekuboyina, Maximilian T. Loeffler, Hans Liebl, Reuben Dorent, Tom Vercauteren, Jonathan Shapey, Aaron Kujawa, Stefan Cornelissen, Patrick Langenhuizen, Achraf Ben-Hamadou, Ahmed Rekik, Sergi Pujades, Edmond Boyer, Federico Bolelli, Costantino Grana, Luca Lumetti, Hamidreza Salehi, Jun Ma, Yao Zhang, Ramtin Gharleghi, Susann Beier, Arcot Sowmya, Eduardo A. Garza-Villarreal, Thania Balducci, Diego Angeles-Valdez, Roberto Souza, Leticia Rittner, Richard Frayne, Yuanfeng Ji, Vincenzo Ferrari, Soumick Chatterjee, Florian Dubost, Stefanie Schreiber, Hendrik Mattern, Oliver Speck, Daniel Haehn, Christoph John, Andreas Nuernberger, Joo Pedrosa, Carlos Ferreira, Guilherme Aresta, Antonio Cunha, Aurelio Campilho, Yannick Suter, Jose Garcia, Alain Lalande, Vicky Vandenbossche, Aline Van Oevelen, Kate Duquesne, Hamza Mekhzoum, Jef Vandemeulebroucke, Emmanuel Audenaert, Claudia Krebs, Timo van Leeuwen, Evie Vereecke, Hauke Heidemeyer, Rainer Roehrig, Frank Hoelzle, Vahid Badeli, Kathrin Krieger, Matthias Gunzer, Jianxu Chen, Timo van Meegdenburg, Amin Dada, Miriam Balzer, Jana Fragemann, Frederic Jonske, Moritz Rempe, Stanislav Malorodov, Fin H. Bahnsen, Constantin Seibold, Alexander Jaus, Zdravko Marinov, Paul F. Jaeger, Rainer Stiefelhagen, Ana Sofia Santos, Mariana Lindo, Andre Ferreira, Victor Alves, Michael Kamp, Amr Abourayya, Felix Nensa, Fabian Hoerst, Alexander Brehmer, Lukas Heine, Yannik Hanusrichter, Martin Wessling, Marcel Dudda, Lars E. Podleska, Matthias A. Fink, Julius Keyl, Konstantinos Tserpes, Moon-Sung Kim, Shireen Elhabian, Hans Lamecker, Dzenan Zukic, Beatriz Paniagua, Christian Wachinger, Martin Urschler, Luc Duong, Jakob Wasserthal, Peter F. Hoyer, Oliver Basu, Thomas Maal, Max J. H. Witjes, Gregor Schiele, Ti-chiun Chang, Seyed-Ahmad Ahmadi, Ping Luo, Bjoern Menze, Mauricio Reyes, Thomas M. Deserno, Christos Davatzikos, Behrus Puladi, Pascal Fua, Alan L. Yuille, Jens Kleesiek, Jan Egger 2025 Biomedizinische Technik

SimTA++: Simple attention neural network for clinical asynchronous time series

Zhihao Li, Jingyu Li, Kaiming Kuang, Baoyu Jing, Bo Du, Fei Liao, Jiancheng Yang 2025 Neural Networks

Efficient anatomical labeling of pulmonary tree structures via deep point-graph representation-based implicit fields

Kangxian Xie, Jiancheng Yang, Donglai Wei, Ziqiao Weng, Pascal Fua 2025 Medical Image Analysis

Template-guided reconstruction of pulmonary segments with neural implicit functions

Kangxian Xie, Yufei Zhu, Kaiming Kuang, Li Zhang, Hongwei Bran Li, Mingchen Gao, Jiancheng Yang 2025 Medical Image Analysis

Exploring Causal Information Bottleneck for Adversarial Defense

Jun Yan, Huan Hua, Weiquan Huang, Xi Fang, Wancheng Ge, Jiancheng Yang, Yongwei Wang 2025 IEEE Transactions on Information Forensics and Security

Deep Rib Fracture Instance Segmentation and Classification From CT on the RibFrac Challenge

Jiancheng Yang, Rui Shi, Liang Jin, Xiaoyang Huang, Kaiming Kuang, Donglai Wei, Shixuan Gu, Jianying Liu, Pengfei Liu, Zhizhong Chai, Yongjie Xiao, Hao Chen, Liming Xu, Bang Du, Xiangyi Yan, Hao Tang, Adam Alessio, Gregory Holste, Jiapeng Zhang, Xiaoming Wang, Jianye He, Lixuan Che, Hanspeter Pfister, Ming Li, Bingbing Ni 2025 IEEE Transactions on Medical Imaging

Tuning vision foundation models for rectal cancer segmentation from CT scans

Hantao Zhang, Weidong Guo, Shouhong Wan, Bingbing Zou, Wanqin Wang, Chenyang Qiu, Kaige Liu, Peiquan Jin, Jiancheng Yang 2025 Communications Medicine

RibSeg v2: A Large-Scale Benchmark for Rib Labeling and Anatomical Centerline Extraction

Liang Jin, Shixuan Gu, Donglai Wei, Jason Ken Adhinarta, Kaiming Kuang, Yongjie Jessica Zhang, Hanspeter Pfister, Bingbing Ni, Jiancheng Yang, Ming Li 2024 IEEE Transactions on Medical Imaging

Multi-task learning for medical foundation models

Jiancheng Yang 2024 Nature Computational Science

MedMNIST v2 - A large-scale lightweight benchmark for 2D and 3D biomedical image classification

Jiancheng Yang, Rui Shi, Donglai Wei, Zequan Liu, Lin Zhao, Bilian Ke, Hanspeter Pfister, Bingbing Ni 2023 Scientific Data