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Mia Chiquier

6 accepted papers

2025

DiSciPLE: Learning Interpretable Programs for Scientific Visual Discovery

CVPR 2025poster

Visual data is used in numerous different scientific workflows ranging from remote sensing to ecology. As the amount of observation data increases, the challenge is not just to make accurate predictions but also to understand the underlying mechanisms for those predictions. Good interpretation is im…

Cited by 0SourcePDFScholar
2023

Muscles in Action

ICCV 2023poster

Human motion is created by, and constrained by, our muscles. We take a first step at building computer vision methods that represent the internal muscle activity that causes motion. We present a new dataset, Muscles in Action (MIA), to to learn to incorporate muscle activity into human motion repres…

Cited by 15PDFScholar
2021

Adversarial Attacks Are Reversible With Natural Supervision

ICCV 2021poster

We find that images contain intrinsic structure that enables the reversal of many adversarial attacks. Attack vectors cause not only image classifiers to fail, but also collaterally disrupt incidental structure in the image. We demonstrate that modifying the attacked image to restore the natural str…

Cited by 68PDFcodeScholar
2021

The Boombox: Visual Reconstruction from Acoustic Vibrations

CoRL 2021poster

Interacting with bins and containers is a fundamental task in robotics, making state estimation of the objects inside the bin critical. While robots often use cameras for state estimation, the visual modality is not always ideal due to occlusions and poor illumination. We introduce The Boombox, a c…

Cited by 10SourcecodeScholar