The Auto Arborist Dataset: A Large-Scale Benchmark for Multiview Urban Forest Monitoring Under Domain Shift

no code implementations • CVPR 2022 • Sara Beery, Guanhang Wu, Trevor Edwards, Filip Pavetic, Bo Majewski, Shreyasee Mukherjee, Stanley Chan, John Morgan, Vivek Rathod, Jonathan Huang

We introduce baseline results on our dataset across modalities as well as metrics for the detailed analysis of generalization with respect to geographic distribution shifts, vital for such a system to be deployed at-scale.

Management

Photon-Limited Deblurring using Algorithm Unrolling

no code implementations • NeurIPS Workshop Deep_Invers 2021 • Yash Sanghvi, Abhiram Gnanasambandam, Stanley Chan

Image deblurring in a photon-limited condition is ubiquitous in a variety of low-light applications such as photography, microscopy and astronomy.

Astronomy Deblurring +1

Image Reconstruction of Static and Dynamic Scenes through Anisoplanatic Turbulence

no code implementations • 31 Aug 2020 • Zhiyuan Mao, Nicholas Chimitt, Stanley Chan

Ground based long-range passive imaging systems often suffer from degraded image quality due to a turbulent atmosphere.

Image Reconstruction

Plug and play methods for magnetic resonance imaging (long version)

no code implementations • 20 Mar 2019 • Rizwan Ahmad, Charles A. Bouman, Gregery T. Buzzard, Stanley Chan, Sizhou Liu, Edward T. Reehorst, Philip Schniter

In this article, we describe the use of "plug-and-play" (PnP) algorithms for MRI image recovery.

Image Denoising Image Reconstruction