Signal & Image Processing and Machine Learning
Machine Learning and Systems: A conversation with 2020 Field Award winners Al Hero and Anders Lindquist
Hero and Lindquist took a few minutes to talk about the impact of machine learning on Signal Processing and Control Systems, and what they plan to do about it
Beyond Apollo 11: U-M ECE’s role in advancing space exploration
For the 50th anniversary of the Apollo 11 moon landing, U-M ECE takes a look back – and a look forward – to how our professors, students, and alums have made their mark on the field.
Alfred Hero Receives 2020 IEEE Fourier Award
Hero’s research in signal processing has explored theoretical foundations and applications including personalized health imaging and information networks.
ECE and data science: a natural connection
Electrical and Computer Engineering (ECE) faculty and students at Michigan are part of the revolution in data science that is happening today.
Students win prizes for improving image processing techniques for liver cancer detection and much more
Students in EECS 556: Image Processing, explore methods to improve image processing in applications such as biomedical imaging and video and image compression
Improving communication between humans and robots in 20 noisy questions
Hero and his team may have discovered a better way to facilitate communication using a twist on the classic game of 20 Questions.
Alfred Hero illustrates common threads of complex networks in Distinguished University Professor lecture
Lecture part of highest professorial honor bestowed on U-M faculty.
Seeing through materials
By developing a fast algorithm to map out the paths light takes through yogurt, researchers aim to someday see through skin.
Students in EECS 556 win prizes for improving image processing techniques for camera motion blur and facial recognition
These students are learning to improve images in medical imaging, and improve facial recognition
Student teams earn prizes for analog-digital converter circuit designs in EECS 511
The winning projects were designed for battery-operated mobile applications as well as instrumentation and measure applications.
Gopal Nataraj receives U-M Rackham Predoctoral Fellowship to support high-impact research in medical imaging
Award for outstanding doctoral candidates near the end of their study.
COVE: a tool for advancing progress in computer vision
Centralizing available data in the intelligent systems community through a COmputer Vision Exchange for Data, Annotations and Tools, called COVE.
A better 3D camera with clear, graphene light detectors
While 3D films are currently made using multiple cameras to reconstruct each frame, this new type of camera could record in 3D on its own.
Al Hero gets a shoutout from the court
Hero was recognized as part of a program that sheds light on the University’s most distinguished faculty.
Al Hero receives 2015 IEEE Signal Processing Society Award
This is the highest award given by the Signal Processing Society, and honors outstanding technical contributions in the field.
Jeff Fessler receives Distinguished Faculty Achievement Award
Prof. Fessler has revolutionized medical imaging with groundbreaking mathematical models and algorithms that improve both safety and quality.
Using data science to achieve ultra-low dose CT image reconstruction
Ultra-low dose CT scans that provide superior image quality could not only benefit patients, but they could open up entirely new clinical applications.
Prize winning class team project for improved image processing
The project entails investigating a recent paper and both reproducing and extending the research.
Yelin Kim wins Best Student Paper Award at ACM Multimedia 2014 for research in facial emotion recognition
Prof. Raj Nadakuditi awarded DARPA Young Faculty Award for research that could help reveal the brain’s secrets
His research will impact the ability to investigate the structure of brain circuits through the use of optical imaging techniques.
Fighting lung cancer: Faster image processing for low-radiation CT scans
This advance could be important for fighting lung cancers, as symptoms often appear too late for effective treatment.
Chia-Hsiang Chen awarded Intel PhD Fellowship
Chia-Hsiang’s research focuses on designing low-power and error-resilient circuit techniques for digital signal processing applications.
Student Spotlight: Nick Asendorf – Matrix Musician
Nick specializes in the area of machine learning and statistical signal processing.
Research in machine learning earns Notable Paper Award at AISTATS 2014
Prof. Scott’s research is in the field of machine learning, and his paper builds upon “supervised pattern classification.”
Hao Sun earns 3 Paper Awards for medical imaging research
Hao’s research is focused on improving the quality of images from magnetic resonance imaging pulse design.
Mai Le receives CoE Distinguished Leadership Award
Mai has served as Community Service Co-chair of the Graduate Society of Women Engineers since arriving at Michigan in 2011.
Student Spotlight: Mai Le – Finding a better way to diagnose breast cancer with MRI
The research group is using statistical signal processing to create crisper images with only 20% of the data required by a traditional MRI scan.
David Hong awarded NSF Graduate Research Fellowship
Hong intends to apply machine learning and signal processing techniques to the massive data sets now available to researchers.
Gopal Nataraj earns Best Paper Award for improving MRI
Nataraj is using big data techniques to transform the field of medical imaging
Gopal Nataraj receives ISA Fellowship to support research that will improve MRIs
Nataraj’s research aims to generate higher-quality and faster MRI images, resulting in improved diagnostics of neurological disorders and autoimmune diseases.
Zhaoshi Meng receives Best Paper Award at CAMSAP 2013
This work will provide a way to efficiently reveal relationships between even distant entities in a network.
Al Hero named 2013 IEEE SPS Technical Achievement Award Winner
Prof. Hero is an internationally recognized expert in the field of signal and image processing.
Pin-Yu Chen receives Rackham Chia-Lun Lo Fellowship
Chen’s work can be used in community detection in social networks, network vulnerability assessment in communication systems, and more.
Jeff Fessler receives 2013 IEEE Edward J. Hoffman Medical Imaging Scientist Award
This award recognizes outstanding contributions to the field of medical imaging science.
Research that will lead to sharper photos earns best paper award
The method they developed compares favorably with the best of current techniques, while being faster and easier.
Jae Young Park receives Best Student Paper Award for research impacting structural health monitoring
SHM systems are critical for monitoring aging structures and infrastructure in a cost-effective manner.
Research in distributed networks earns Notable Paper Award at AISTATS
The research provides a way to efficiently reveal relationships between even distant entities in a network.
Predicting your risk of illness
Imagine a future when you could predict whether or not you are at risk of becoming sick.
New technology allows CT scans to be done with a fraction of the conventional radiation dose
“We’re excited to be adding Veo to the measures we already have in place to ensure that we get diagnostic images using the lowest amount of radiation possible.”
Breakthrough: Researchers find wide gap in immune responses of people who did or didnt get the flu after exposure
If scientists can understand what happens at the genome level that makes people more or less susceptible to viral illness, they could potentially develop therapies to prevent illness.
New techniques in medical informatics lead to improved diagnosis of MDS
The technique involves a visualization method that renders clinical flow cytometry data more interpretable to pathologists.
Gyemin Lee receives Best Paper Award for research in machine learning for biomedical diagnosis
Lee’s primary motivation is to apply his research methods to hematopathology, the study of blood-related diseases.
U-M researchers win 2010 Signal Processing Best Paper Award
The work, published in 2006, will be acknowledged at the EUSIPCO Conference in Denmark.
Prof. Al Hero receives 2009 Signal Processing Magazine Best Paper Award
The paper addresses the importance of knowing where networks of sensors are located once they’ve been deployed.
Yong Long receives Best Poster Award for work in medical imaging
Long’s work describes a new algorithm for performing model-based methods in a way that requires less computation yet provides improved image quality.