Search Results for author: Matthai Philipose

Found 5 papers, 1 papers with code

Focus: Querying Large Video Datasets with Low Latency and Low Cost

no code implementations10 Jan 2018 Kevin Hsieh, Ganesh Ananthanarayanan, Peter Bodik, Paramvir Bahl, Matthai Philipose, Phillip B. Gibbons, Onur Mutlu

Focus handles the lower accuracy of the cheap CNNs by judiciously leveraging expensive CNNs at query-time.

Fast Video Classification via Adaptive Cascading of Deep Models

no code implementations CVPR 2017 Haichen Shen, Seungyeop Han, Matthai Philipose, Arvind Krishnamurthy

Recent advances have enabled "oracle" classifiers that can classify across many classes and input distributions with high accuracy without retraining.

Classification Decision Making +2

Blending LSTMs into CNNs

no code implementations19 Nov 2015 Krzysztof J. Geras, Abdel-rahman Mohamed, Rich Caruana, Gregor Urban, Shengjie Wang, Ozlem Aslan, Matthai Philipose, Matthew Richardson, Charles Sutton

We consider whether deep convolutional networks (CNNs) can represent decision functions with similar accuracy as recurrent networks such as LSTMs.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +3

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