Matthai Philipose
5 papers · 2017–2021 · 5 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Silver
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(12)
🐣
Hot Topic Early Bird
🏆
Keyword Champion
Venues
Top co-authors
Research topics
Machine Learning
(5)
Application Areas
(5)
Deep Learning
(4)
Computer Vision
(2)
Architectures
(2)
Processing
(2)
Artificial Intelligence
(1)
Learning Paradigms
(1)
Learning Types · Machine Learning
(1)
Learning Types · Deep Learning
(1)
Optimization & Theory · Deep Learning
(1)
Optimization & Theory · Machine Learning
(1)
Techniques
(1)
Keywords
convolutional neural network
(4)
model compression
(1)
online learning
(1)
object detection
(1)
sequential decision making
(1)
video classification
(1)
efficient computing
(1)
resource management
(1)
query optimization
(1)
batch processing
(1)
binarized neural network
(1)
inference throughput
(1)
approximate computing
(1)
video analytics
(1)
latency optimization
(1)
gpu utilization
(1)
quality of service
(1)
low latency
(1)
video query
(1)
cost-latency tradeoff
(1)
Papers
Boosting the Throughput and Accelerator Utilization of Specialized CNN Inference Beyond Increasing Batch Size
ICML 2021
Focus: Querying Large Video Datasets with Low Latency and Low Cost
OSDI 2018
Heterogeneous Bitwidth Binarization in Convolutional Neural Networks
NeurIPS 2018
Fast Video Classification via Adaptive Cascading of Deep Models
CVPR 2017
Live Video Analytics at Scale with Approximation and Delay-Tolerance
NSDI 2017