Accuracy-Constrained Efficiency Optimization and GPU Profiling of CNN Inference for Detecting Drainage Crossing Locations

Author:

Zhang Yicheng1ORCID,Pandey Dhroov2ORCID,Wu Di3ORCID,Kundu Turja2ORCID,Li Ruopu3ORCID,Shu Tong2ORCID

Affiliation:

1. University of California, Riverside, United States of America

2. University of North Texas, United States of America

3. Southern Illinois University, United States of America

Funder

NSF (National Science Foundation)

Publisher

ACM

Reference40 articles.

1. Fernando Aristizabal , Lauren  E. Grimley , Jerad Bales , Danielle Tijerina , Trey Flowers , and Edward  P Clark . 2018. National Water Center Innovators Program Summer Institute Report 2018 . Consortium of Universities for the Advancement of Hydrologic Science, Inc. Technical Report No. 15 (2018). Fernando Aristizabal, Lauren E. Grimley, Jerad Bales, Danielle Tijerina, Trey Flowers, and Edward P Clark. 2018. National Water Center Innovators Program Summer Institute Report 2018. Consortium of Universities for the Advancement of Hydrologic Science, Inc. Technical Report No. 15 (2018).

2. Scalable reinforcement-learning-based neural architecture search for cancer deep learning research

3. Yaoyao Ding , Ligeng Zhu , Zhihao Jia , Gennady Pekhimenko , and Song Han . 2021 . IOS: Inter-Operator Scheduler for CNN Acceleration. In Conf. on Machine Learning and Systems (MLSys)(MLSys). Virtual, 1–14 . Yaoyao Ding, Ligeng Zhu, Zhihao Jia, Gennady Pekhimenko, and Song Han. 2021. IOS: Inter-Operator Scheduler for CNN Acceleration. In Conf. on Machine Learning and Systems (MLSys)(MLSys). Virtual, 1–14.

4. Romain Egele , Prasanna Balaprakash , Isabelle Guyon , Venkatram Vishwanath , Fangfang Xia , Rick Stevens , and Zhengying Liu . 2021 . AgEBO-Tabular: Joint Neural Architecture and Hyperparameter Search with Autotuned Data-Parallel Training for Tabular Data . In Proc. of ACM/IEEE Intl. Conf. for High Performance Computing, Networking, Storage, and Analysis(SC). 1–14 . Romain Egele, Prasanna Balaprakash, Isabelle Guyon, Venkatram Vishwanath, Fangfang Xia, Rick Stevens, and Zhengying Liu. 2021. AgEBO-Tabular: Joint Neural Architecture and Hyperparameter Search with Autotuned Data-Parallel Training for Tabular Data. In Proc. of ACM/IEEE Intl. Conf. for High Performance Computing, Networking, Storage, and Analysis(SC). 1–14.

5. Fast R-CNN

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