Matthai Philipose

Affiliations:
  • Microsoft Research


According to our database1, Matthai Philipose authored at least 81 papers between 1996 and 2023.

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Bibliography

2023
Symphony: Optimized Model Serving using Centralized Orchestration.
CoRR, 2023

2021
Boosting the Throughput and Accelerator Utilization of Specialized CNN Inference Beyond Increasing Batch Size.
Proceedings of the 38th International Conference on Machine Learning, 2021

2020
Riptide: Fast End-to-End Binarized Neural Networks.
Proceedings of Machine Learning and Systems 2020, 2020

2019
Nexus: a GPU cluster engine for accelerating DNN-based video analysis.
Proceedings of the 27th ACM Symposium on Operating Systems Principles, 2019

2018
Focus: Querying Large Video Datasets with Low Latency and Low Cost.
CoRR, 2018

Querying Videos Using DNN Generated Labels.
Proceedings of the Workshop on Human-In-the-Loop Data Analytics, 2018

Focus: Querying Large Video Datasets with Low Latency and Low Cost.
Proceedings of the 13th USENIX Symposium on Operating Systems Design and Implementation, 2018

Heterogeneous Bitwidth Binarization in Convolutional Neural Networks.
Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

Limiting Numerical Precision of Neural Networks to Achieve Real-Time Voice Activity Detection.
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

VideoEdge: Processing Camera Streams using Hierarchical Clusters.
Proceedings of the 2018 IEEE/ACM Symposium on Edge Computing, 2018

2017
Precision Scaling of Neural Networks for Efficient Audio Processing.
CoRR, 2017

Real-Time Video Analytics: The Killer App for Edge Computing.
Computer, 2017

Live Video Analytics at Scale with Approximation and Delay-Tolerance.
Proceedings of the 14th USENIX Symposium on Networked Systems Design and Implementation, 2017

Demo: Live Video Stream Triggers.
Proceedings of the 15th Annual International Conference on Mobile Systems, 2017

Glimpse: A Programmable Early-Discard Camera Architecture for Continuous Mobile Vision.
Proceedings of the 15th Annual International Conference on Mobile Systems, 2017

Do Deep Convolutional Nets Really Need to be Deep and Convolutional?
Proceedings of the 5th International Conference on Learning Representations, 2017

Fast Video Classification via Adaptive Cascading of Deep Models.
Proceedings of the 2017 IEEE Conference on Computer Vision and Pattern Recognition, 2017

2016
Do Deep Convolutional Nets Really Need to be Deep (Or Even Convolutional)?
CoRR, 2016

MCDNN: An Approximation-Based Execution Framework for Deep Stream Processing Under Resource Constraints.
Proceedings of the 14th Annual International Conference on Mobile Systems, 2016

Analysis of Deep Neural Networks with Extended Data Jacobian Matrix.
Proceedings of the 33nd International Conference on Machine Learning, 2016

2015
Compressing LSTMs into CNNs.
CoRR, 2015

SAPPHIRE: an always-on context-aware computer vision system for portable devices.
Proceedings of the 2015 Design, Automation & Test in Europe Conference & Exhibition, 2015

2014
Automatic objects segmentation with RGB-D cameras.
J. Vis. Commun. Image Represent., 2014

Recognizing object manipulation activities using depth and visual cues.
J. Vis. Commun. Image Represent., 2014

Approximation trade-offs in a Markovian stream warehouse: An empirical study.
Inf. Syst., 2014

GlimpseData: towards continuous vision-based personal analytics.
Proceedings of the 2014 Workshop on Physical Analytics, 2014

Vision: the case for cellular small cells for cloudlets.
Proceedings of the Fifth International Workshop on Mobile Cloud Computing & Services, 2014

Courteous glass.
Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing, 2014

Energy scaling in multi-tiered sensing systems through compressive sensing.
Proceedings of the IEEE 2014 Custom Integrated Circuits Conference, 2014

Efficient Object Detection via Adaptive Online Selection of Sensor-Array Elements.
Proceedings of the Twenty-Eighth AAAI Conference on Artificial Intelligence, 2014

2013
ACM HotMobile 2013 demo: NLify: mobile spoken natural language interfaces for everyone.
ACM SIGMOBILE Mob. Comput. Commun. Rev., 2013

Energy proportional image sensors for continuous mobile vision.
Proceedings of the 11th Annual International Conference on Mobile Systems, 2013

Energy characterization and optimization of image sensing toward continuous mobile vision.
Proceedings of the 11th Annual International Conference on Mobile Systems, 2013

NLify: lightweight spoken natural language interfaces via exhaustive paraphrasing.
Proceedings of the 2013 ACM International Joint Conference on Pervasive and Ubiquitous Computing, 2013

The Case for Onloading Continuous High-Datarate Perception to the Phone.
Proceedings of the 14th Workshop on Hot Topics in Operating Systems, 2013

2012
Automatic object segmentation with 3-D cameras.
Proceedings of the 19th IEEE International Conference on Image Processing, 2012

Recognizing object manipulation activities using depth and visual cues.
Proceedings of the Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, 2012

2011
Introduction to the special issue on intelligent systems for activity recognition.
ACM Trans. Intell. Syst. Technol., 2011

Automated facial affect analysis for one-on-one tutoring applications.
Proceedings of the Ninth IEEE International Conference on Automatic Face and Gesture Recognition (FG 2011), 2011

Towards a Physical and Personal Math Coin Tutoring System.
Proceedings of the Artificial Intelligence in Education - 15th International Conference, 2011

2010
Approximation trade-offs in Markovian stream processing: An empirical study.
Proceedings of the 26th International Conference on Data Engineering, 2010

Online semi-supervised perception: Real-time learning without explicit feedback.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2010

Relational Learning for Collective Classification of Entities in Images.
Proceedings of the Statistical Relational Artificial Intelligence, 2010

2009
Lahar Demonstration: Warehousing Markovian Streams.
Proc. VLDB Endow., 2009

Bonfire: a nomadic system for hybrid laptop-tabletop interaction.
Proceedings of the 22nd Annual ACM Symposium on User Interface Software and Technology, 2009

Access Methods for Markovian Streams.
Proceedings of the 25th International Conference on Data Engineering, 2009

Recognizing daily activities with RFID-based sensors.
Proceedings of the UbiComp 2009: Ubiquitous Computing, 2009

Egocentric recognition of handled objects: Benchmark and analysis.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2009

2008
Challenges for Event Queries over Markovian Streams.
IEEE Internet Comput., 2008

Relational Transformation-based Tagging for Activity Recognition.
Fundam. Informaticae, 2008

Structure Learning on Large Scale Common Sense Statistical Models of Human State.
Proceedings of the Twenty-Third AAAI Conference on Artificial Intelligence, 2008

2007
Energy Scavenging for Inductively Coupled Passive RFID Systems.
IEEE Trans. Instrum. Meas., 2007

Common Sense Based Joint Training of Human Activity Recognizers.
Proceedings of the IJCAI 2007, 2007

A Scalable Approach to Activity Recognition based on Object Use.
Proceedings of the IEEE 11th International Conference on Computer Vision, 2007

A Statistical Reasoning System for Medication Prompting.
Proceedings of the UbiComp 2007: Ubiquitous Computing, 9th International Conference, 2007

A Long-Term Evaluation of Sensing Modalities for Activity Recognition.
Proceedings of the UbiComp 2007: Ubiquitous Computing, 9th International Conference, 2007

Learning Large Scale Common Sense Models of Everyday Life.
Proceedings of the Twenty-Second AAAI Conference on Artificial Intelligence, 2007

2006
Unobtrusive long-range detection of passive RFID tag motion.
IEEE Trans. Instrum. Meas., 2006

Towards Activity Databases: Using Sensors and Statistical Models to Summarize People's Lives.
IEEE Data Eng. Bull., 2006

Building Reliable Activity Models Using Hierarchical Shrinkage and Mined Ontology.
Proceedings of the Pervasive Computing, 2006

Sensor-Based Understanding of Daily Life via Large-Scale Use of Common Sense.
Proceedings of the Proceedings, 2006

2005
Automatic staged compilation.
PhD thesis, 2005

Battery-free wireless identification and sensing.
IEEE Pervasive Comput., 2005

RFID-based techniques for human-activity detection.
Commun. ACM, 2005

Fine-Grained Activity Recognition by Aggregating Abstract Object Usage.
Proceedings of the Ninth IEEE International Symposium on Wearable Computers (ISWC 2005), 2005

Hands-On RFID: Wireless Wearables for Detecting Use of Objects.
Proceedings of the Ninth IEEE International Symposium on Wearable Computers (ISWC 2005), 2005

Maximum A Posteriori Path Estimation with Input Trace Perturbation: Algorithms and Application to Credible Rating of Human Routines.
Proceedings of the IJCAI-05, Proceedings of the Nineteenth International Joint Conference on Artificial Intelligence, Edinburgh, Scotland, UK, July 30, 2005

ID Modulation: Embedding Sensor Data in an RFID Timeseries.
Proceedings of the Information Hiding, 7th International Workshop, 2005

Unsupervised Activity Recognition Using Automatically Mined Common Sense.
Proceedings of the Proceedings, 2005

2004
Inferring Activities from Interactions with Objects.
IEEE Pervasive Comput., 2004

Mining models of human activities from the web.
Proceedings of the 13th international conference on World Wide Web, 2004

Mapping and Localization with RFID Technology.
Proceedings of the 2004 IEEE International Conference on Robotics and Automation, 2004

I Sense a Disturbance in the Force: Unobtrusive Detection of Interactions with RFID-tagged Objects.
Proceedings of the UbiComp 2004: Ubiquitous Computing: 6th International Conference, 2004

2003
River: An Infrastructure for Context Dependent, Reactive Communication Primitives.
Proceedings of the 5th IEEE Workshop on Mobile Computing Systems and Applications (WMCSA 2003), 2003

2002
Towards automatic construction of staged compilers.
Proceedings of the Conference Record of POPL 2002: The 29th SIGPLAN-SIGACT Symposium on Principles of Programming Languages, 2002

2000
The benefits and costs of DyC's run-time optimizations.
ACM Trans. Program. Lang. Syst., 2000

DyC: an expressive annotation-directed dynamic compiler for C.
Theor. Comput. Sci., 2000

1999
An evaluation of staged run-time optimizations in DyC (with retrospective)
Proceedings of the 20 Years of the ACM SIGPLAN Conference on Programming Language Design and Implementation 1979-1999, 1999

An Evaluation of Staged Run-Time Optimizations in DyC.
Proceedings of the 1999 ACM SIGPLAN Conference on Programming Language Design and Implementation (PLDI), 1999

1997
Annotation-Directed Run-Time Specialization in C.
Proceedings of the ACM SIGPLAN Symposium on Partial Evaluation and Semantics-Based Program Manipulation (PEPM '97), 1997

1996
Fast, Effective Dynamic Compilation.
Proceedings of the ACM SIGPLAN'96 Conference on Programming Language Design and Implementation (PLDI), 1996


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