GenISP: Neural ISP for Low-Light Machine Cognition

2 code implementations • 7 May 2022 • Igor Morawski, Yu-An Chen, Yu-Sheng Lin, Shusil Dangi, Kai He, Winston H. Hsu

We propose to improve generalization to unseen camera sensors by implementing a minimal neural ISP pipeline for machine cognition, named GenISP, that explicitly incorporates Color Space Transformation to a device-independent color space.

Benchmarking Image Restoration +3

NOD: Taking a Closer Look at Detection under Extreme Low-Light Conditions with Night Object Detection Dataset

1 code implementation • 20 Oct 2021 • Igor Morawski, Yu-An Chen, Yu-Sheng Lin, Winston H. Hsu

In our work, we take a closer look at object detection in low light.

Data Augmentation Image Enhancement +3

Scope2Screen: Focus+Context Techniques for Pathology Tumor Assessment in Multivariate Image Data

1 code implementation • 10 Oct 2021 • Jared Jessup, Robert Krueger, Simon Warchol, John Hoffer, Jeremy Muhlich, Cecily C. Ritch, Giorgio Gaglia, Shannon Coy, Yu-An Chen, Jia-Ren Lin, Sandro Santagata, Peter K. Sorger, Hanspeter Pfister

Inspection of tissues using a light microscope is the primary method of diagnosing many diseases, notably cancer.

Descriptive

MITI Minimum Information guidelines for highly multiplexed tissue images

2 code implementations • 21 Aug 2021 • Denis Schapiro, Clarence Yapp, Artem Sokolov, Sheila M. Reynolds, Yu-An Chen, Damir Sudar, Yubin Xie, Jeremy L. Muhlich, Raquel Arias-Camison, Sarah Arena, Adam J. Taylor, Milen Nikolov, Madison Tyler, Jia-Ren Lin, Erik A. Burlingame, Human Tumor Atlas Network, Young H. Chang, Samouil L Farhi, Vésteinn Thorsson, Nithya Venkatamohan, Julia L. Drewes, Dana Pe'er, David A. Gutman, Markus D. Herrmann, Nils Gehlenborg, Peter Bankhead, Joseph T. Roland, John M. Herndon, Michael P. Snyder, Michael Angelo, Garry Nolan, Jason R. Swedlow, Nikolaus Schultz, Daniel T. Merrick, Sarah A. Mazzilli, Ethan Cerami, Scott J. Rodig, Sandro Santagata, Peter K. Sorger

The imminent release of tissue atlases combining multi-channel microscopy with single cell sequencing and other omics data from normal and diseased specimens creates an urgent need for data and metadata standards that guide data deposition, curation and release.

Raw Image Deblurring

1 code implementation • 8 Dec 2020 • Chih-Hung Liang, Yu-An Chen, Yueh-Cheng Liu, Winston H. Hsu

Therefore, we built a new dataset containing both RAW images and processed sRGB images and design a new model to utilize the unique characteristics of RAW images.

Blind Image Deblurring Image Deblurring +1

Observation of separated dynamics of charge and spin in the Fermi-Hubbard model

no code implementations • 15 Oct 2020 • Frank Arute, Kunal Arya, Ryan Babbush, Dave Bacon, Joseph C. Bardin, Rami Barends, Andreas Bengtsson, Sergio Boixo, Michael Broughton, Bob B. Buckley, David A. Buell, Brian Burkett, Nicholas Bushnell, Yu Chen, Zijun Chen, Yu-An Chen, Ben Chiaro, Roberto Collins, Stephen J. Cotton, William Courtney, Sean Demura, Alan Derk, Andrew Dunsworth, Daniel Eppens, Thomas Eckl, Catherine Erickson, Edward Farhi, Austin Fowler, Brooks Foxen, Craig Gidney, Marissa Giustina, Rob Graff, Jonathan A. Gross, Steve Habegger, Matthew P. Harrigan, Alan Ho, Sabrina Hong, Trent Huang, William Huggins, Lev B. Ioffe, Sergei V. Isakov, Evan Jeffrey, Zhang Jiang, Cody Jones, Dvir Kafri, Kostyantyn Kechedzhi, Julian Kelly, Seon Kim, Paul V. Klimov, Alexander N. Korotkov, Fedor Kostritsa, David Landhuis, Pavel Laptev, Mike Lindmark, Erik Lucero, Michael Marthaler, Orion Martin, John M. Martinis, Anika Marusczyk, Sam McArdle, Jarrod R. McClean, Trevor McCourt, Matt McEwen, Anthony Megrant, Carlos Mejuto-Zaera, Xiao Mi, Masoud Mohseni, Wojciech Mruczkiewicz, Josh Mutus, Ofer Naaman, Matthew Neeley, Charles Neill, Hartmut Neven, Michael Newman, Murphy Yuezhen Niu, Thomas E. O'Brien, Eric Ostby, Bálint Pató, Andre Petukhov, Harald Putterman, Chris Quintana, Jan-Michael Reiner, Pedram Roushan, Nicholas C. Rubin, Daniel Sank, Kevin J. Satzinger, Vadim Smelyanskiy, Doug Strain, Kevin J. Sung, Peter Schmitteckert, Marco Szalay, Norm M. Tubman, Amit Vainsencher, Theodore White, Nicolas Vogt, Z. Jamie Yao, Ping Yeh, Adam Zalcman, Sebastian Zanker

Strongly correlated quantum systems give rise to many exotic physical phenomena, including high-temperature superconductivity.

Quantum Physics

Disentangling supercohomology symmetry-protected topological phases in three spatial dimensions

no code implementations • 13 Aug 2020 • Yu-An Chen, Tyler D. Ellison, Nathanan Tantivasadakarn

We build exactly solvable lattice Hamiltonians for fermionic symmetry-protected topological (SPT) phases in (3+1)D classified by group supercohomology.

Strongly Correlated Electrons High Energy Physics - Theory

xCos: An Explainable Cosine Metric for Face Verification Task

1 code implementation • 11 Mar 2020 • Yu-Sheng Lin, Zhe-Yu Liu, Yu-An Chen, Yu-Siang Wang, Ya-Liang Chang, Winston H. Hsu

We study the XAI (explainable AI) on the face recognition task, particularly the face verification here.

Explainable Artificial Intelligence (XAI) Face Recognition +1

CFS: A Distributed File System for Large Scale Container Platforms

3 code implementations • 8 Nov 2019 • Haifeng Liu, Wei Ding, Yu-An Chen, Weilong Guo, Shuoran Liu, Tianpeng Li, Mofei Zhang, Jianxing Zhao, Hongyin Zhu, Zhengyi Zhu

We propose CFS, a distributed file system for large scale container platforms.

Distributed, Parallel, and Cluster Computing

V-Fuzz: Vulnerability-Oriented Evolutionary Fuzzing

no code implementations • 4 Jan 2019 • Yuwei Li, Shouling Ji, Chenyang Lv, Yu-An Chen, Jian-hai Chen, Qinchen Gu, Chunming Wu

Given a binary program to V-Fuzz, the vulnerability prediction model will give a prior estimation on which parts of the software are more likely to be vulnerable.

Cryptography and Security