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Active Learning for Deep Object Detection via Probabilistic Modeling

Mar 30, 2021
Jiwoong Choi, Ismail Elezi, Hyuk-Jae Lee, Clement Farabet, Jose M. Alvarez

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GradPIM: A Practical Processing-in-DRAM Architecture for Gradient Descent

Feb 15, 2021
Heesu Kim, Hanmin Park, Taehyun Kim, Kwanheum Cho, Eojin Lee, Soojung Ryu, Hyuk-Jae Lee, Kiyoung Choi, Jinho Lee

* Accepted to HPCA 2021 

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Layer-specific Optimization for Mixed Data Flow with Mixed Precision in FPGA Design for CNN-based Object Detectors

Sep 03, 2020
Duy Thanh Nguyen, Hyun Kim, Hyuk-Jae Lee

* Accepted for publication in IEEE Transaction on Circuit and System for Video Technology 

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Gaussian YOLOv3: An Accurate and Fast Object Detector Using Localization Uncertainty for Autonomous Driving

Apr 09, 2019
Jiwoong Choi, Dayoung Chun, Hyun Kim, Hyuk-Jae Lee

* 8 pages, 5 figures 

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