Characterizing the Deployment of Deep Neural Networks on Commercial Edge Devices
Hadidi, Ramyad, Cao, Jiashen, Xie, Yilun, Asgari, Bahar, Krishna, Tushar, Kim, Hyesoon
Published in 2019 IEEE International Symposium on Workload Characterization (IISWC) (01.11.2019)
Published in 2019 IEEE International Symposium on Workload Characterization (IISWC) (01.11.2019)
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Conference Proceeding
Toward Collaborative Inferencing of Deep Neural Networks on Internet-of-Things Devices
Hadidi, Ramyad, Cao, Jiashen, Ryoo, Michael S., Kim, Hyesoon
Published in IEEE internet of things journal (01.06.2020)
Published in IEEE internet of things journal (01.06.2020)
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Journal Article
Distributed Perception by Collaborative Robots
Hadidi, Ramyad, Cao, Jiashen, Woodward, Matthew, Ryoo, Michael S., Kim, Hyesoon
Published in IEEE robotics and automation letters (01.10.2018)
Published in IEEE robotics and automation letters (01.10.2018)
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Journal Article
FAFNIR: Accelerating Sparse Gathering by Using Efficient Near-Memory Intelligent Reduction
Asgari, Bahar, Hadidi, Ramyad, Cao, Jiashen, Shim, Da Eun, Lim, Sung-Kyu, Kim, Hyesoon
Published in 2021 IEEE International Symposium on High-Performance Computer Architecture (HPCA) (01.02.2021)
Published in 2021 IEEE International Symposium on High-Performance Computer Architecture (HPCA) (01.02.2021)
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Conference Proceeding
EHT-SR: An Entropy-Based Hybrid Approach for Faster Super-Resolution
Dharmavarapu, Abhilash, Petrangeli, Stefano, Cao, Jiashen, Kim, Hyesoon
Published in 2023 IEEE International Symposium on Multimedia (ISM) (11.12.2023)
Published in 2023 IEEE International Symposium on Multimedia (ISM) (11.12.2023)
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Conference Proceeding
Creating Robust Deep Neural Networks with Coded Distributed Computing for IoT
Hadidi, Ramyad, Cao, Jiashen, Asgari, Bahar, Kim, Hyesoon
Published in 2023 IEEE International Conference on Edge Computing and Communications (EDGE) (01.07.2023)
Published in 2023 IEEE International Conference on Edge Computing and Communications (EDGE) (01.07.2023)
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Conference Proceeding
Revisiting Query Performance in GPU Database Systems
Cao, Jiashen, Sen, Rathijit, Interlandi, Matteo, Arulraj, Joy, Kim, Hyesoon
Published in arXiv.org (01.02.2023)
Published in arXiv.org (01.02.2023)
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Paper
Journal Article
Hydro: Adaptive Query Processing of ML Queries
Kakkar, Gaurav Tarlok, Cao, Jiashen, Sengupta, Aubhro, Arulraj, Joy, Kim, Hyesoon
Published in arXiv.org (22.03.2024)
Published in arXiv.org (22.03.2024)
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Paper
Journal Article
Reducing Inference Latency with Concurrent Architectures for Image Recognition
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Paper
Journal Article
Work-in-Progress: Video Analytics From Edge To Server
Cao, Jiashen, Hadidi, Ramyad, Arulraj, Joy, Kim, Hyesoon
Published in 2019 International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS) (01.10.2019)
Published in 2019 International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS) (01.10.2019)
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Conference Proceeding
Capella: Customizing Perception for Edge Devices by Efficiently Allocating FPGAs to DNNs
Bae, Younmin, Hadidi, Ramyad, Asgari, Bahar, Cao, Jiashen, Kim, Hyesoon
Published in 2019 29th International Conference on Field Programmable Logic and Applications (FPL) (01.09.2019)
Published in 2019 29th International Conference on Field Programmable Logic and Applications (FPL) (01.09.2019)
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Conference Proceeding
Late Breaking Results: Robustly Executing DNNs in IoT Systems Using Coded Distributed Computing
Hadidi, Ramyad, Cao, Jiashen, Ryoo, Michael S., Kim, Hyesoon
Published in 2019 56th ACM/IEEE Design Automation Conference (DAC) (01.06.2019)
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Published in 2019 56th ACM/IEEE Design Automation Conference (DAC) (01.06.2019)
Conference Proceeding
LCP: A Low-Communication Parallelization Method for Fast Neural Network Inference for IoT
Hadidi, Ramyad, Asgari, Bahar, Cao, Jiashen, Bae, Younmin, Shim, Da Eun, Kim, Hyojong, Lim, Sung-Kyu, Ryoo, Michael S., Kim, Hyesoon
Published in 2023 Congress in Computer Science, Computer Engineering, & Applied Computing (CSCE) (24.07.2023)
Published in 2023 Congress in Computer Science, Computer Engineering, & Applied Computing (CSCE) (24.07.2023)
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Conference Proceeding
Collaborative Execution of Deep Neural Networks on Internet of Things Devices
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Paper
Journal Article
LCP: A Low-Communication Parallelization Method for Fast Neural Network Inference in Image Recognition
Hadidi, Ramyad, Asgari, Bahar, Cao, Jiashen, Bae, Younmin, Shim, Da Eun, Kim, Hyojong, Sung-Kyu Lim, Ryoo, Michael S, Kim, Hyesoon
Published in arXiv.org (17.11.2020)
Published in arXiv.org (17.11.2020)
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Journal Article