Wufei Ma

I am a PhD student at Johns Hopkins University, advised by Bloomberg Distinguished Professor Dr. Alan Yuille.

I obtained my B.S. with summa cum laude honor from Rensselaer Polytechnic Institute in 2020 and I had a double major in Computer Science and Mathematics. During my undergraduate years, I had worked with Prof. Bülent Yener on discriminative and generative models for microstructure images and with Prof. Lirong Xia on preference learning from natural language.

I've spent time at Microsoft Research Asia, AWS CV Science, and Megvii Research as a research intern.

Email  /  CV  /  Instagram

profile photo
Publications
Super-CLEVR: A Virtual Benchmark to Diagnose Domain Robustness in Visual Reasoning
Zhuowan Li, Xingrui Wang, Elias Stengel-Eskin, Adam Kortylewski, Wufei Ma, Benjamin Van Durme, Alan Yuille
CVPR, 2023 (Highlight, 10% of accepted papers)
arXiv / Code / Summary

Robust Category-Level 6D Pose Estimation with Coarse-to-Fine Rendering of Neural Features
Wufei Ma, Angtian Wang, Alan Yuille, Adam Kortylewski
ECCV, 2022
arXiv / Code / Summary

ROBIN: A Benchmark for Robustness to Individual Nuisances
Bingchen Zhao, Shaozuo Yu, Wufei Ma, Mingxin Yu, Shenxiao Mei, Angtian Wang, Ju He, Alan Yuille, Adam Kortylewski
ECCV, 2022 (Oral Presentation)
arXiv / Summary

Deep Learning-Based Video Compression
Under Review

Research project at Microsoft Research Asia supervised by Dr. Bin Li and Dr. Jiahao Li.

Making Group Decisions from Natural Language-Based Preferences
Farhad Moshin, Lei Luo, Wufei Ma, Inwon Kang, Zhibing Zhao, Ao Liu, Rohit Vaish, Lirong Xia
COMSOC, 2021
PDF / COMSOC, 2021 / Summary

Image-Driven Discriminative and Generative Machine Learning Algorithms for Establishing Microstructure-Processing Relationships
Wufei Ma, Elizabeth Kautz, Arun Baskaran, Aritra Chowdhury, Vineet Joshi, Bülent Yener, Daniel Lewis
Journal of Applied Physics, 2020
Project page / PDF / arXiv / AIP / Summary

An Image-Driven Machine Learning Approach to Kinetic Modeling of a Discontinuous Precipitation Reaction
Elizabeth Kautz*, Wufei Ma*, Saumyadeep Jana, Arun Devaraj, Vineet Joshi, Bülent Yener, Daniel Lewis
Materials Characterization, 2020
PDF / Code / arXiv / ScienceDirect / Summary

The Adoption of Image-Driven Machine Learning for Microstructure Characterization and Materials Design: A Perspective
Arun Baskaran, Elizabeth Kautz, Aritra Chowdhary, Wufei Ma, Bülent Yener, Daniel Lewis
Preprint, 2021
PDF / arXiv / Summary

Academic Service

Reviewer
AROW @ ECCV 2022, Pre-training Workshop @ ICML 2022, NeurIPS 2022, CVPR 2022, ICLR 2022, CVPR 2023, ICML 2023

Teaching

CS471/671 - NLP: Self-supervised Models Spring 2023
Graduate Course Assistant at Johns Hopkins University

CS182 - Foundations of Computer Science Fall 2021
Graduate Teaching Assistant at Purdue University

Affiliations (current and previous)

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