Nadine Chang

PhD Candidate at Carnegie Mellon University· nadinec@cmu.edu

I am advised by Martial Hebert and Michael Tarr in the Robotics Institute. I'm interested in computer vision and language models that can operate with real-world data distributions and applications. Some topics I'm interested in are: long-tail learning and visual language models.


Prior to my PhD, I completed my Masters at CMU, where I was advised by Abhinav Gupta.

Publications

Journals/CV Conferences

Thinking Like an Annotator: Learning from Multi-modal Instructions

N. Chang, Francesco Ferroni, James Hays, Michael J. Tarr, Martial Hebert, and Deva Ramanan.
in submission to ICCV 2023. ArXiv pending.
2023

Image-Level or Object-Level? A Tale of Two Resampling Strategies for Long-Tailed Detection

N. Chang, Z. Yu, Y.X. Wang, A. Anandkumar, S. Fidler, and J. M. Alvarez.
ICML
2021

Alpha Net: Adaptation with Composition in Classifier Space

N. Chang, J. Koushik, , M. J. Tarr, M. Hebert, and Y.X. Wang.
ArXiv. In submission to ICCV 2023.
2020/2023

BOLD5000: a public fmri dataset of 5000 images

N. Chang, J. A. Pyles, A. Marcus, A. Gupta, M. J. Tarr, and E. M. Aminoff.
Scientific Data
2019

Low-shot fine-grained augmentation with generative adversarial networks

N. Chang, I. Misra, and A. Gupta.
WiCV Workshop, CVPR
2017

Investigating the cellular origin of rotator cuff muscle fatty infiltration and fibrosis after injury

X. Liu, A. Ning, N. Chang, H. Kim, R. Nissenson, L. Wang, and B. Feeley
Muscles Ligaments Tendons Journal
2016

Conferences

A public fmri dataset of 5000 scenes: a resource for human vision science

N. Chang, J. A. Pyles, A. Gupta, M. J. Tarr, and E. M. Aminoff.
CCN (Computational Cognitive Neuroscience)
2018

Scaling up neural datasets: A public fmri dataset of 5000 scenes

J. A. Pyles, N. Chang, A. Gupta, M. J. Tarr, and E. M. Aminoff.
Organization of Human Brain Mapping
2018

Scaling up neural datasets: A public fmri dataset of 5000 scenes

N. Chang, E. M. Aminoff, J. A. Pyles, M. J. Tarr, and A. Gupta.
Vision Science Society
2018

Endothelial linage cells in muscle fatty infiltration after massive rotator cuff tears

N. Chang, S. Joshi, H. Kim, R. Wang, L. Nissenson, B. Feeley, and X. Liu
Orthopedic Research Society
2013

Role of mmp-13 in muscle fibrosis after massive rotator cuff tears

N. Chang, E. Kramer, S. Sanjum, D. Laron, G. Manzano, H. Kim, B. Feeley, and X. Liu.
Orthopedic Research Society
2011

Awards

  • I am honored to be chosen as a NSF GRFP 2018 fellow.