Signal Processing (SP)

Overview

 

Topics

• Theory and Algorithms

  Adaptive signal processing, machine learning, and signal modeling; indexing, searching, and retrieval; Multirate and multi-channel processing; Restoration and enhancement; Signal analysis, identification, spectral estimation, and understanding; Signal representation, compression, coding, quantization and sampling; Statistical signal processing, detection, estimation, and classification; Watermarking, encryption, and data hiding; Wavelets, filter banks, time frequency techniques

• Signal Processing Applications

  Audio, speech, image, and video processing; graphics; Biological & biomedical signals; Computer vision; Radar and lidar; Geophysical signals; Synthetic signals; Astronomical signals

• Signal Processing Systems

  VLSI architectures; Embedded and real-time software; Capture, acquisition, and sensing; Sensor networks; Imaging; Auditory enhancement

Research Centers

• Berkeley Center for Computational Imaging
• Berkeley Laboratory for Information and System Sciences
• Video and Image Processing Lab

Faculty

Primary

• Gopala Krishna Anumanchipalli
• Steven Conolly
• Jiantao Jiao
• Chunlei Liu
• Michael Lustig
• Song Mei
• Kannan Ramchandran (coordinator)
• Benjamin Recht
• Anant Sahai
• Martin Wainwright
• Laura Waller
• Bin Yu
• Avideh Zakhor

Secondary

• Venkat Anantharam
• Babak Ayazifar
• Brian A. Barsky
• Peter Bartlett
• Thomas F. Budinger
• Laurent El Ghaoui
• Michael Jordan
• Preeya Khanna
• Edward A. Lee
• Yi Ma
• Jitendra Malik
• David G. Messerschmitt
• Nelson Morgan
• Ren Ng
• Ali Niknejad
• Jan M. Rabaey
• Gireeja Ranade
• S. Shankar Sastry
• Stella Yu

Faculty Awards

• National Academy of Sciences (NAS) Member: Jitendra Malik, 2015. Bin Yu, 2014. Michael Jordan, 2010.
• National Academy of Engineering (NAE) Member: Jitendra Malik, 2011. Michael Jordan, 2010. S. Shankar Sastry, 2001. Thomas F. Budinger, 1996. David G. Messerschmitt, 1990.
• American Academy of Arts and Sciences Member: Jitendra Malik, 2013. Bin Yu, 2013. Michael Jordan, 2010. S. Shankar Sastry, 2003.
• Berkeley Citation: S. Shankar Sastry, 2018. Edward A. Lee, 2018. David G. Messerschmitt, 2005. Thomas F. Budinger, 2004.
• Sloan Research Fellow: Preeya Khanna, 2024. Ren Ng, 2017. Michael Lustig, 2013. Benjamin Recht, 2011. Martin Wainwright, 2005.

Related Courses

• EECS 126. Probability and Random Processes
• EE 120. Signals and Systems
• EE 123. Digital Signal Processing
• EE 126. Probability and Random Processes
• EE C145B. Medical Imaging Signals and Systems
• EE 221A. Linear System Theory
• EE C225E. Principles of Magnetic Resonance Imaging
• EE 290T. Advanced Topics in Electrical Engineering: Advanced Topics in Signal Processing