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Dataperf: Benchmarks for data-centric ai development

arXiv preprint arXiv:2207.10062
2022 | Journal article
Contributors: Mazumder, Mark; Banbury, Colby; Yao, Xiaozhe; Karlaš, Bojan; Rojas, William Gaviria; Diamos, Sudnya; Diamos, Greg; He, Lynn; Kiela, Douwe; Jurado, David et al.
Source: Self-asserted source
Peter Mattson

Dynatask: A framework for creating dynamic AI benchmark tasks

arXiv preprint arXiv:2204.01906
2022 | Journal article
Contributors: Thrush, Tristan; Tirumala, Kushal; Gupta, Anmol; Bartolo, Max; Rodriguez, Pedro; Kane, Tariq; Rojas, William Gaviria; Mattson, Peter; Williams, Adina; Kiela, Douwe
Source: Self-asserted source
Peter Mattson

Metrics Reloaded-A new recommendation framework for biomedical image analysis validation

Medical Imaging with Deep Learning
2022 | Conference paper
Contributors: Reinke, Annika; Maier-Hein, Lena; Christodoulou, Evangelia; Glocker, Ben; Scholz, Patrick; Isensee, Fabian; Kleesiek, Jens; Kozubek, Michal; Reyes, Mauricio; Riegler, Michael Alex et al.
Source: Self-asserted source
Peter Mattson

Metrics reloaded: Pitfalls and recommendations for image analysis validation

arXiv. org
2022 | Journal article
Contributors: Maier-Hein, Lena; Menze, Bjoern; others
Source: Self-asserted source
Peter Mattson

Mlperf mobile inference benchmark: An industry-standard open-source machine learning benchmark for on-device ai

Proceedings of Machine Learning and Systems
2022 | Journal article
Contributors: Janapa Reddi, Vijay; Kanter, David; Mattson, Peter; Duke, Jared; Nguyen, Thai; Chukka, Ramesh; Shiring, Ken; Tan, Koan-Sin; Charlebois, Mark; Chou, William et al.
Source: Self-asserted source
Peter Mattson

Common limitations of image processing metrics: A picture story

arXiv preprint arXiv:2104.05642
2021 | Journal article
Contributors: Reinke, Annika; Tizabi, Minu D; Sudre, Carole H; Eisenmann, Matthias; Rädsch, Tim; Baumgartner, Michael; Acion, Laura; Antonelli, Michela; Arbel, Tal; Bakas, Spyridon et al.
Source: Self-asserted source
Peter Mattson

Data engineering for everyone

arXiv preprint arXiv:2102.11447
2021 | Journal article
Contributors: Reddi, Vijay Janapa; Diamos, Greg; Warden, Pete; Mattson, Peter; Kanter, David
Source: Self-asserted source
Peter Mattson

Data Engineering for Everyone

arXiv e-prints
2021 | Journal article
Contributors: Janapa Reddi, Vijay; Diamos, Greg; Warden, Pete; Mattson, Peter; Kanter, David
Source: Self-asserted source
Peter Mattson

MedPerf: open benchmarking platform for medical artificial intelligence using federated evaluation

arXiv preprint arXiv:2110.01406
2021 | Journal article
Contributors: Karargyris, Alex; ros; Umeton, Renato; Sheller, Micah J; Aristizabal, Alej; ro; George, Johnu; Bala, Srini; Beutel, Daniel J; Bittorf, Victor et al.
Source: Self-asserted source
Peter Mattson

MLPerf™ HPC: A Holistic Benchmark Suite for Scientific Machine Learning on HPC Systems

2021 IEEE/ACM Workshop on Machine Learning in High Performance Computing Environments (MLHPC)
2021 | Conference paper
Contributors: Farrell, Steven; Emani, Murali; Balma, Jacob; Drescher, Lukas; Drozd, Aleks; r; Fink, Andreas; Fox, Geoffrey; Kanter, David; Kurth, Thorsten et al.
Source: Self-asserted source
Peter Mattson

Multilingual spoken words corpus

Thirty-fifth Conference on Neural Information Processing Systems Datasets and Benchmarks Track (Round 2)
2021 | Conference paper
Contributors: Mazumder, Mark; Chitlangia, Sharad; Banbury, Colby; Kang, Yiping; Ciro, Juan Manuel; Achorn, Keith; Galvez, Daniel; Sabini, Mark; Mattson, Peter; Kanter, David et al.
Source: Self-asserted source
Peter Mattson

The Vision Behind MLPerf

IEEE Micro
2021 | Journal article
Contributors: Reddi, Vijay Janapa; Cheng, Christine; Kanter, David; Mattson, Peter; Schmuelling, Guenther; Wu, Carole Jean; Anderson, Brian; Breughe, Maximilien; Chukka, Ramesh; Coleman, Cody et al.
Source: Self-asserted source
Peter Mattson

The vision behind mlperf: Understanding ai inference performance

IEEE Micro
2021 | Journal article
Contributors: Reddi, Vijay Janapa; Cheng, Christine; Kanter, David; Mattson, Peter; Schmuelling, Guenther; Wu, Carole-Jean
Source: Self-asserted source
Peter Mattson

The Vision Behind MLPerf: Understanding AI Inference Performance

IEEE Micro
2021-05-01 | Journal article
DOI: 10.1109/MM.2021.3066343
Contributors: Vijay Janapa Reddi; Christine Cheng; David Kanter; Peter Mattson; Guenther Schmuelling; Carole-Jean Wu
Source: check_circle
Crossref

Mlperf inference benchmark

2020 ACM/IEEE 47th Annual International Symposium on Computer Architecture (ISCA)
2020 | Conference paper
Contributors: Reddi, Vijay Janapa; Cheng, Christine; Kanter, David; Mattson, Peter; Schmuelling, Guenther; Wu, Carole-Jean; Anderson, Brian; Breughe, Maximilien; Charlebois, Mark; Chou, William et al.
Source: Self-asserted source
Peter Mattson

Mlperf inference benchmark. In 2020 ACM/IEEE 47th Annual International Symposium on Computer Architecture (ISCA)

Valencia, Spain
2020 | Journal article
Contributors: Reddi, Vijay Janapa; Cheng, Christine; Kanter, David; Mattson, Peter; Schmuelling, Guenther; Wu, Carole-Jean; Anderson, Brian; Breughe, Maximilien; Charlebois, Mark; Chou, William et al.
Source: Self-asserted source
Peter Mattson

MLPerf mobile inference benchmark

arXiv preprint arXiv:2012.02328
2020 | Journal article
Contributors: Reddi, Vijay Janapa; Kanter, David; Mattson, Peter; Duke, Jared; Nguyen, Thai; Chukka, Ramesh; Shiring, Ken; Tan, Koan-Sin; Charlebois, Mark; Chou, William et al.
Source: Self-asserted source
Peter Mattson

MLPerf Mobile Inference Benchmark

arXiv e-prints
2020 | Journal article
Contributors: Janapa Reddi, Vijay; Kanter, David; Mattson, Peter; Duke, Jared; Nguyen, Thai; Chukka, Ramesh; Shiring, Kenneth; Tan, Koan-Sin; Charlebois, Mark; Chou, William et al.
Source: Self-asserted source
Peter Mattson

MLPerf mobile inference benchmark: Why mobile AI benchmarking is hard and what to do about it

arXiv preprint arXiv:2012.02328
2020 | Journal article
Contributors: Reddi, Vijay Janapa; Kanter, David; Mattson, Peter; Duke, Jared; Nguyen, Thai; Chukka, Ramesh; Shiring, Kenneth; Tan, Koan-Sin; Charlebois, Mark; Chou, William et al.
Source: Self-asserted source
Peter Mattson

Mlperf training benchmark

Proceedings of Machine Learning and Systems
2020 | Journal article
Contributors: Mattson, Peter; Cheng, Christine; Diamos, Gregory; Coleman, Cody; Micikevicius, Paulius; Patterson, David; Tang, Hanlin; Wei, Gu-Yeon; Bailis, Peter; Bittorf, Victor et al.
Source: Self-asserted source
Peter Mattson

MLPerf: An industry standard benchmark suite for machine learning performance

IEEE Micro
2020 | Journal article
Contributors: Mattson, Peter; Reddi, Vijay Janapa; Cheng, Christine; Coleman, Cody; Diamos, Greg; Kanter, David; Micikevicius, Paulius; Patterson, David; Schmuelling, Guenther; Tang, Hanlin et al.
Source: Self-asserted source
Peter Mattson

ML Benchmark Design Challenges

2019 IEEE Hot Chips 31 Symposium (HCS)
2019 | Conference paper
Contributors: Mattson, Peter
Source: Self-asserted source
Peter Mattson

MLPerf Inference Benchmark

arXiv e-prints
2019 | Journal article
Contributors: Janapa Reddi, Vijay; Cheng, Christine; Kanter, David; Mattson, Peter; Schmuelling, Guenther; Wu, Carole-Jean; Anderson, Brian; Breughe, Maximilien; Charlebois, Mark; Chou, William et al.
Source: Self-asserted source
Peter Mattson

MLPerf training benchmark. CoRR abs/1910.01500 (2019)

arXiv preprint arXiv:1910.01500
2019 | Journal article
Contributors: Mattson, Peter; Cheng, Christine; Coleman, Cody; Diamos, Greg; Micikevicius, Paulius; Patterson, David A; Tang, Hanlin; Wei, Gu-Yeon; Bailis, Peter; Bittorf, Victor et al.
Source: Self-asserted source
Peter Mattson

Scale mlperf-0.6 models on google tpu-v3 pods

arXiv preprint arXiv:1909.09756
2019 | Journal article
Contributors: Kumar, Sameer; Bitorff, Victor; Chen, Dehao; Chou, Chiachen; Hechtman, Blake; Lee, HyoukJoong; Kumar, Naveen; Mattson, Peter; Wang, Shibo; Wang, Tao et al.
Source: Self-asserted source
Peter Mattson

Communication scheduling within a parallel processing system

2012-12 | Other
Contributors: Mattson, Peter
Source: Self-asserted source
Peter Mattson

Systems and methods for managing memory using multi-state buffer representations

2012-11 | Other
Contributors: Mattson, Peter; Goodwin, David
Source: Self-asserted source
Peter Mattson

Systems and methods for using a shared buffer construct in performance of concurrent data-driven tasks

2012-07 | Other
Contributors: Mattson, Peter; Goodwin, David
Source: Self-asserted source
Peter Mattson

System and method for detection of non-deterministic memory access events

2012-02 | Other
Contributors: Goodwin, David; Mattson, Peter
Source: Self-asserted source
Peter Mattson

System and method for managing memory using multi-state buffer representations

2011-11 | Other
Contributors: Mattson, Peter; Goodwin, David
Source: Self-asserted source
Peter Mattson

System and method for using a shared buffer construct in performance of concurrent data-driven tasks

2011-10 | Other
Contributors: Mattson, Peter; Goodwin, David
Source: Self-asserted source
Peter Mattson

Software development for parallel processing systems

2008-12 | Other
Contributors: Mattson, Peter; Southgate, Timothy J
Source: Self-asserted source
Peter Mattson

Software development for parallel processing systems

2008-06 | Other
Contributors: Mattson, Peter; Southgate, Timothy J; Khailany, Brucek; Rygh, Mark; Lin, Jim Jian; Rao, Raghunath; Hesky, Kenneth; Uebel, Udo; others
Source: Self-asserted source
Peter Mattson

Compiling for stream processing

Proceedings of the 15th international conference on Parallel architectures and compilation techniques
2006 | Conference paper
Contributors: Das, Abhishek; Dally, William J; Mattson, Peter
Source: Self-asserted source
Peter Mattson

R-stream 3.0: Technologies for high level embedded application mapping

2004 | Report
Contributors: Lethin, Richard; Mattson, Peter; Schweitz, Eric; Leung, Allen; Litvinov, Vass; Engle, Michael; Garrett, Charlie
Source: Self-asserted source
Peter Mattson

Stream Virtual Machine and Two-Level Compilation Model for Streaming Architectures and Languages

Proceedings of the International Workshop on Languages and Runtimes, in conjunction with OOPSLA'04
2004 | Conference paper
Contributors: Mattson, Peter; others
Source: Self-asserted source
Peter Mattson

The stream virtual machine

Proceedings. 13th International Conference on Parallel Architecture and Compilation Techniques, 2004. PACT 2004.
2004 | Conference paper
Contributors: Labonte, Francois; Mattson, Peter; Thies, William; Buck, Ian; Kozyrakis, Christos; Horowitz, Mark
Source: Self-asserted source
Peter Mattson

Programmable stream processors

Computer
2003 | Journal article
Contributors: Kapasi, Ujval J; Rixner, Scott; Dally, William J; Khailany, Brucek; Ahn, Jung Ho; Mattson, Peter; Owens, John D
Source: Self-asserted source
Peter Mattson

Streaming" as a pattern

2003 | Other
Contributors: Mattson, Peter; Lethin, Richard
Source: Self-asserted source
Peter Mattson

A programming system for the imagine media processor

2002 | Dissertation or Thesis
Contributors: Mattson, Peter Raymond
Source: Self-asserted source
Peter Mattson

A stream processor development platform

Proceedings. IEEE International Conference on Computer Design: VLSI in Computers and Processors
2002 | Conference paper
Contributors: Serebrin, Ben; Owens, John D; Chen, Chen H; Crago, Stephen P; Kapasi, Ujval J; Khailany, Brucek; Mattson, Peter; Namkoong, Jinyung; Rixner, Scott; Dally, William J
Source: Self-asserted source
Peter Mattson

Imagine programming system user’s guide

Report
2002 | Journal article
Contributors: Mattson, Peter; Kapasi, Ujval; Owens, John; Rixner, Scott
Source: Self-asserted source
Peter Mattson

Media processing applications on the Imagine stream processor

Proceedings. IEEE International Conference on Computer Design: VLSI in Computers and Processors
2002 | Conference paper
Contributors: Owens, John D; Rixner, Scott; Kapasi, Ujval J; Mattson, Peter; Towles, Brian; Serebrin, Ben; Dally, William J
Source: Self-asserted source
Peter Mattson

Streaming and Dynamic Compilers for High Performance Embedded Computing

2002 | Report
Contributors: Mattson, Peter; Springer, Jonathan; Garrett, Charles; Lethin, Richard
Source: Self-asserted source
Peter Mattson

Imagine: Media processing with streams

IEEE micro
2001 | Journal article
Contributors: Khailany, Brucek; Dally, William J; Kapasi, Ujval J; Mattson, Peter; Namkoong, Jinyung; Owens, John D; Towles, Brian; Chang, Andrew; Rixner, Scott
Source: Self-asserted source
Peter Mattson

Stream Processing: Hardware and Software Discussion

IEEE Micro
2001 | Journal article
Contributors: Khailany, Brucek; Dally, William J; Rixner, Scott; Kapasi, Ujval J; Mattson, Peter; Namkoong, Jin
Source: Self-asserted source
Peter Mattson

Communication scheduling

ACM SIGOPS Operating Systems Review
2000 | Journal article
Contributors: Mattson, Peter; Dally, William J; Rixner, Scott; Kapasi, Ujval J; Owens, John D
Source: Self-asserted source
Peter Mattson

Efficient conditional operations for data-parallel architectures

Proceedings of the 33rd annual ACM/IEEE International Symposium on Microarchitecture
2000 | Conference paper
Contributors: Kapasi, Ujval J; Dally, William J; Rixner, Scott; Mattson, Peter R; Owens, John D; Khailany, Brucek
Source: Self-asserted source
Peter Mattson

Memory access scheduling

ACM SIGARCH Computer Architecture News
2000 | Journal article
Contributors: Rixner, Scott; Dally, William J; Kapasi, Ujval J; Mattson, Peter; Owens, John D
Source: Self-asserted source
Peter Mattson

Polygon rendering on a stream architecture

Proceedings of the ACM SIGGRAPH/EUROGRAPHICS workshop on Graphics hardware
2000 | Conference paper
Contributors: Owens, John D; Dally, William J; Kapasi, Ujval J; Rixner, Scott; Mattson, Peter; Mowery, Ben
Source: Self-asserted source
Peter Mattson
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