Vivienne Sze

IEEE Trans. Robotics, 2024

2023

Unleashing the Power of Deep Learning.

[BibT_eX]

[DOI]

Commun. ACM, July, 2023

Individualized Tracking of Neurocognitive-State-Dependent Eye-Movement Features Using Mobile Devices.

[BibT_eX]

[DOI]

Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., March, 2023

Data Centers on Wheels: Emissions From Computing Onboard Autonomous Vehicles.

[BibT_eX]

[DOI]

Soumya Sudhakar

IEEE Micro, 2023

Tailors: Accelerating Sparse Tensor Algebra by Overbooking Buffer Capacity.

[BibT_eX]

[DOI]

Proceedings of the 56th Annual IEEE/ACM International Symposium on Microarchitecture, 2023

HighLight: Efficient and Flexible DNN Acceleration with Hierarchical Structured Sparsity.

[BibT_eX]

[DOI]

Proceedings of the 56th Annual IEEE/ACM International Symposium on Microarchitecture, 2023

LoopTree: Enabling Exploration of Fused-layer Dataflow Accelerators.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Performance Analysis of Systems and Software, 2023

RAELLA: Reforming the Arithmetic for Efficient, Low-Resolution, and Low-Loss Analog PIM: No Retraining Required!

[BibT_eX]

[DOI]

Tanner Andrulis

Proceedings of the 50th Annual International Symposium on Computer Architecture, 2023

2022

App-Based Saccade Latency and Directional Error Determination Across the Adult Age Spectrum.

[BibT_eX]

[DOI]

Charles G. Sodini

IEEE Trans. Biomed. Eng., 2022

Gemino: Practical and Robust Neural Compression for Video Conferencing.

[BibT_eX]

[DOI]

Vibhaalakshmi Sivaraman

Pantea Karimi

Vedantha Venkatapathy

Mehrdad Khani Shirkoohi

CoRR, 2022

Developing a Series of AI Challenges for the United States Department of the Air Force.

[BibT_eX]

[DOI]

CoRR, 2022

Sparseloop: An Analytical Approach To Sparse Tensor Accelerator Modeling.

[BibT_eX]

[DOI]

Proceedings of the 55th IEEE/ACM International Symposium on Microarchitecture, 2022

Uncertainty from Motion for DNN Monocular Depth Estimation.

[BibT_eX]

[DOI]

Soumya Sudhakar

Proceedings of the 2022 International Conference on Robotics and Automation, 2022

Memory-Efficient Gaussian Fitting for Depth Images in Real Time.

[BibT_eX]

[DOI]

Peter Zhi Xuan Li

Proceedings of the 2022 International Conference on Robotics and Automation, 2022

2021

Searching for Efficient Multi-Stage Vision Transformers.

[BibT_eX]

[DOI]

Yi-Lun Liao

CoRR, 2021

SE4: ICs in PandemICs.

[BibT_eX]

[DOI]

Rabia Tugce Yazicigil

Deeksha Lal

Dina El-Damak

Proceedings of the IEEE International Solid-State Circuits Conference, 2021

Session 9 Overview: ML Processors From Cloud to Edge Machine Learning Subcommittee.

[BibT_eX]

[DOI]

Sukhwan Lim

Luca Benini

Proceedings of the IEEE International Solid-State Circuits Conference, 2021

Sparseloop: An Analytical, Energy-Focused Design Space Exploration Methodology for Sparse Tensor Accelerators.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Performance Analysis of Systems and Software, 2021

Architecture-Level Energy Estimation for Heterogeneous Computing Systems.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Performance Analysis of Systems and Software, 2021

Efficient Computation of Map-scale Continuous Mutual Information on Chip in Real Time.

[BibT_eX]

[DOI]

Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems, 2021

Domain-Specific Language Abstractions for Compression.

[BibT_eX]

[DOI]

Proceedings of the 31st Data Compression Conference, 2021

NetAdaptV2: Efficient Neural Architecture Search With Fast Super-Network Training and Architecture Optimization.

[BibT_eX]

[DOI]

Tien-Ju Yang

Yi-Lun Liao

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2021

2020

Efficient Processing of Deep Neural Networks

[BibT_eX]

[DOI]

Synthesis Lectures on Computer Architecture, Morgan & Claypool Publishers, ISBN: 978-3-031-01766-7, 2020

Measuring Saccade Latency Using Smartphone Cameras.

[BibT_eX]

[DOI]

Charles G. Sodini

IEEE J. Biomed. Health Informatics, 2020

Low Power Depth Estimation of Rigid Objects for Time-of-Flight Imaging.

[BibT_eX]

[DOI]

IEEE Trans. Circuits Syst. Video Technol., 2020

FSMI: Fast computation of Shannon mutual information for information-theoretic mapping.

[BibT_eX]

[DOI]

Int. J. Robotics Res., 2020

Freely scalable and reconfigurable optical hardware for deep learning.

[BibT_eX]

[DOI]

CoRR, 2020

Depth Map Estimation of Dynamic Scenes Using Prior Depth Information.

[BibT_eX]

[DOI]

CoRR, 2020

Efficient Computing for AI and Robotics.

[BibT_eX]

[DOI]

Proceedings of the 2020 International Symposium on VLSI Design, Automation and Test, 2020

An Architecture-Level Energy and Area Estimator for Processing-In-Memory Accelerator Designs.

[BibT_eX]

[DOI]

Yannan Nellie Wu

Proceedings of the IEEE International Symposium on Performance Analysis of Systems and Software, 2020

Balancing Actuation and Computing Energy in Motion Planning.

[BibT_eX]

[DOI]

Soumya Sudhakar

Proceedings of the 2020 IEEE International Conference on Robotics and Automation, 2020

An Efficient and Continuous Approach to Information-Theoretic Exploration.

[BibT_eX]

[DOI]

Theia Henderson

Proceedings of the 2020 IEEE International Conference on Robotics and Automation, 2020

2019

Navion: A 2-mW Fully Integrated Real-Time Visual-Inertial Odometry Accelerator for Autonomous Navigation of Nano Drones.

[BibT_eX]

[DOI]

IEEE J. Solid State Circuits, 2019

Eyeriss v2: A Flexible Accelerator for Emerging Deep Neural Networks on Mobile Devices.

[BibT_eX]

[DOI]

IEEE J. Emerg. Sel. Topics Circuits Syst., 2019

Design Considerations for Efficient Deep Neural Networks on Processing-in-Memory Accelerators.

[BibT_eX]

[DOI]

Tien-Ju Yang

Dimitris S. Papailiopoulos

CoRR, 2019

SysML: The New Frontier of Machine Learning Systems.

[BibT_eX]

[DOI]

Alexandros G. Dimakis

Anastasios Kyrillidis

Shivaram Venkataraman

CoRR, 2019

DeeperLab: Single-Shot Image Parser.

[BibT_eX]

[DOI]

CoRR, 2019

High-Throughput Computation of Shannon Mutual Information on Chip.

[BibT_eX]

[DOI]

Proceedings of the Robotics: Science and Systems XV, 2019

FSMI: Fast Computation of Shannon Mutual Information for Information-Theoretic Mapping.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Robotics and Automation, 2019

FastDepth: Fast Monocular Depth Estimation on Embedded Systems.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Robotics and Automation, 2019

Low Power Adaptive Time-of-Flight Imaging for Multiple Rigid Objects.

[BibT_eX]

[DOI]

Proceedings of the 2019 IEEE International Conference on Image Processing, 2019

Accelergy: An Architecture-Level Energy Estimation Methodology for Accelerator Designs.

[BibT_eX]

[DOI]

Yannan Nellie Wu

Proceedings of the International Conference on Computer-Aided Design, 2019

2018

A Fully Integrated Energy-Efficient H.265/HEVC Decoder With eDRAM for Wearable Devices.

[BibT_eX]

[DOI]

Mehul Tikekar

IEEE J. Solid State Circuits, 2018

Navion: A 2mW Fully Integrated Real-Time Visual-Inertial Odometry Accelerator for Autonomous Navigation of Nano Drones.

[BibT_eX]

[DOI]

CoRR, 2018

Eyeriss v2: A Flexible and High-Performance Accelerator for Emerging Deep Neural Networks.

[BibT_eX]

[DOI]

CoRR, 2018

NetAdapt: Platform-Aware Neural Network Adaptation for Mobile Applications.

[BibT_eX]

[DOI]

CoRR, 2018

Navion: A Fully Integrated Energy-Efficient Visual-Inertial Odometry Accelerator for Autonomous Navigation of Nano Drones.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE Symposium on VLSI Circuits, 2018

EE2: Workshop on circuits for social good.

[BibT_eX]

[DOI]

Rabia Tugce Yazicigil

Proceedings of the 2018 IEEE International Solid-State Circuits Conference, 2018

Depth Estimation of Non-Rigid Objects for Time-Of-Flight Imaging.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE International Conference on Image Processing, 2018

Enabling Saccade Latency Measurements with Consumer-Grade Cameras.

[BibT_eX]

[DOI]

Charles G. Sodini

Proceedings of the 2018 IEEE International Conference on Image Processing, 2018

Determination of Saccade Latency Distributions using Video Recordings from Consumer-grade Devices.

[BibT_eX]

[DOI]

Proceedings of the 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2018

NetAdapt: Platform-Aware Neural Network Adaptation for Mobile Applications.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision - ECCV 2018, 2018

Hardware for machine learning: Challenges and opportunities.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE Custom Integrated Circuits Conference, 2018

2017

Efficient Processing of Deep Neural Networks: A Tutorial and Survey.

[BibT_eX]

[DOI]

Proc. IEEE, 2017

Using Dataflow to Optimize Energy Efficiency of Deep Neural Network Accelerators.

[BibT_eX]

[DOI]

IEEE Micro, 2017

A 58.6 mW 30 Frames/s Real-Time Programmable Multiobject Detection Accelerator With Deformable Parts Models on Full HD 1920×1080 Videos.

[BibT_eX]

[DOI]

IEEE J. Solid State Circuits, 2017

Eyeriss: An Energy-Efficient Reconfigurable Accelerator for Deep Convolutional Neural Networks.

[BibT_eX]

[DOI]

IEEE J. Solid State Circuits, 2017

Towards Closing the Energy Gap Between HOG and CNN Features for Embedded Vision.

[BibT_eX]

[DOI]

CoRR, 2017

Visual-Inertial Odometry on Chip: An Algorithm-and-Hardware Co-design Approach.

[BibT_eX]

[DOI]

Proceedings of the Robotics: Science and Systems XIII, 2017

Towards closing the energy gap between HOG and CNN features for embedded vision (Invited paper).

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Circuits and Systems, 2017

Low power depth estimation for time-of-flight imaging.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Conference on Image Processing, 2017

FAST: A Framework to Accelerate Super-Resolution Processing on Compressed Videos.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2017

Designing Energy-Efficient Convolutional Neural Networks Using Energy-Aware Pruning.

[BibT_eX]

[DOI]

Tien-Ju Yang

Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition, 2017

Hardware for machine learning: Challenges and opportunities.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE Custom Integrated Circuits Conference, 2017

A method to estimate the energy consumption of deep neural networks.

[BibT_eX]

[DOI]

Proceedings of the 51st Asilomar Conference on Signals, Systems, and Computers, 2017

2016

An Energy-Efficient Hardware Implementation of HOG-Based Object Detection at 1080HD 60 fps with Multi-Scale Support.

[BibT_eX]

[DOI]

J. Signal Process. Syst., 2016

Introduction to the Special Issue on HEVC Extensions and Efficient HEVC Implementations.

[BibT_eX]

[DOI]

IEEE Trans. Circuits Syst. Video Technol., 2016

FAST: Free Adaptive Super-Resolution via Transfer for Compressed Videos.

[BibT_eX]

[DOI]

CoRR, 2016

A 58.6mW Real-Time Programmable Object Detector with Multi-Scale Multi-Object Support Using Deformable Parts Model on 1920x1080 Video at 30fps.

[BibT_eX]

[DOI]

CoRR, 2016

A 58.6mW real-time programmable object detector with multi-scale multi-object support using deformable parts model on 1920×1080 video at 30fps.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE Symposium on VLSI Circuits, 2016

14.5 Eyeriss: An energy-efficient reconfigurable accelerator for deep convolutional neural networks.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE International Solid-State Circuits Conference, 2016

Eyeriss: A Spatial Architecture for Energy-Efficient Dataflow for Convolutional Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the 43rd ACM/IEEE Annual International Symposium on Computer Architecture, 2016

2015

A Deeply Pipelined CABAC Decoder for HEVC Supporting Level 6.2 High-Tier Applications.

[BibT_eX]

[DOI]

IEEE Trans. Circuits Syst. Video Technol., 2015

Rotate intra block copy for still image coding.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Conference on Image Processing, 2015

2014

Decoder Hardware Architecture for HEVC.

[BibT_eX]

[DOI]

Proceedings of the High Efficiency Video Coding (HEVC), Algorithms and Architectures, 2014

Entropy Coding in HEVC.

[BibT_eX]

[DOI]

Detlev Marpe

Proceedings of the High Efficiency Video Coding (HEVC), Algorithms and Architectures, 2014

A 249-Mpixel/s HEVC Video-Decoder Chip for 4K Ultra-HD Applications.

[BibT_eX]

[DOI]

IEEE J. Solid State Circuits, 2014

Energy-efficient HOG-based object detection at 1080HD 60 fps with multi-scale support.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE Workshop on Signal Processing Systems, 2014

Energy and area-efficient hardware implementation of HEVC inverse transform and dequantization.

[BibT_eX]

[DOI]

Mehul Tikekar

Chao-Tsung Huang

Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

A 2014 Mbin/s deeply pipelined CABAC decoder for HEVC.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

2013

Cost and Coding Efficient Motion Estimation Design Considerations for High Efficiency Video Coding (HEVC) Standard.

[BibT_eX]

[DOI]

IEEE J. Sel. Top. Signal Process., 2013

Core Transform Design in the High Efficiency Video Coding (HEVC) Standard.

[BibT_eX]

[DOI]

IEEE J. Sel. Top. Signal Process., 2013

A comparison of CABAC throughput for HEVC/H.265 VS. AVC/H.264.

[BibT_eX]

[DOI]

Proceedings of the IEEE Workshop on Signal Processing Systems, 2013

A 249Mpixel/s HEVC video-decoder chip for Quad Full HD applications.

[BibT_eX]

[DOI]

Proceedings of the 2013 IEEE International Solid-State Circuits Conference, 2013

2012

Joint Algorithm-Architecture Optimization of CABAC.

[BibT_eX]

[DOI]

J. Signal Process. Syst., 2012

High Throughput CABAC Entropy Coding in HEVC.

[BibT_eX]

[DOI]

IEEE Trans. Circuits Syst. Video Technol., 2012

A Highly Parallel and Scalable CABAC Decoder for Next Generation Video Coding.

[BibT_eX]

[DOI]

IEEE J. Solid State Circuits, 2012

Parallelization of CABAC transform coefficient coding for HEVC.

[BibT_eX]

[DOI]

Proceedings of the 2012 Picture Coding Symposium, 2012

Memory cost vs. coding efficiency trade-offs for HEVC motion estimation engine.

[BibT_eX]

[DOI]

Proceedings of the 19th IEEE International Conference on Image Processing, 2012

Hardware-aware motion estimation search algorithm development for high-efficiency video coding (HEVC) standard.

[BibT_eX]

[DOI]

Proceedings of the 19th IEEE International Conference on Image Processing, 2012

Unified forward+inverse transform architecture for HEVC.

[BibT_eX]

[DOI]

Proceedings of the 19th IEEE International Conference on Image Processing, 2012

2011

HEVC ALF decode complexity analysis and reduction.

[BibT_eX]

[DOI]

Proceedings of the 18th IEEE International Conference on Image Processing, 2011

Joint algorithm-architecture optimization of CABAC to increase speed and reduce area cost.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2011

2010

Parallel algorithms and architectures for low power video decoding.

[BibT_eX]

[DOI]

PhD thesis, 2010

Technologies for Ultradynamic Voltage Scaling.

[BibT_eX]

[DOI]

Denis C. Daly

Daniel F. Finchelstein

Proc. IEEE, 2010

2009

Multicore Processing and Efficient On-Chip Caching for H.264 and Future Video Decoders.

[BibT_eX]

[DOI]

Daniel F. Finchelstein

IEEE Trans. Circuits Syst. Video Technol., 2009

Low-Power Impulse UWB Architectures and Circuits.

[BibT_eX]

[DOI]

Proc. IEEE, 2009

A 0.7-V 1.8-mW H.264/AVC 720p Video Decoder.

[BibT_eX]

[DOI]

Daniel F. Finchelstein

IEEE J. Solid State Circuits, 2009

A high throughput CABAC algorithm using syntax element partitioning.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Image Processing, 2009

2008

Parallel CABAC for low power video coding.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Image Processing, 2008

2007

A 0.4-V UWB baseband processor.

[BibT_eX]

[DOI]

Proceedings of the 2007 International Symposium on Low Power Electronics and Design, 2007

2006

An Energy Efficient Sub-Threshold Baseband Processor Architecture for Pulsed Ultra-Wideband Communications.

[BibT_eX]

[DOI]

Raúl Blázquez

Manish Bhardwaj