Jointly Optimizing Preprocessing and Inference for DNN-based Visual
Analytics

Jointly Optimizing Preprocessing and Inference for DNN-based Visual Analytics

25 July 2020

Teja Veeramacheneni

Peter Bailis

Matei A. Zaharia

Papers citing "Jointly Optimizing Preprocessing and Inference for DNN-based Visual Analytics"

5 / 5 papers shown

Title
CoVA: Exploiting Compressed-Domain Analysis to Accelerate Video Analytics Jinwoo Hwang Minsu Kim Daeun Kim Seungho Nam Yoonsung Kim Dohee Kim Hardik Sharma Jongse Park 46 14 0 02 Jul 2022
Where Is My Training Bottleneck? Hidden Trade-Offs in Deep Learning Preprocessing Pipelines Alexander Isenko R. Mayer Jeffrey Jedele Hans-Arno Jacobsen 19 23 0 17 Feb 2022
Boggart: Towards General-Purpose Acceleration of Retrospective Video Analytics Neil Agarwal Ravi Netravali 27 14 0 21 Jun 2021
tf.data: A Machine Learning Data Processing Framework D. Murray Jiří Šimša Ana Klimovic Ihor Indyk PINN AI4CE LMTD 47 87 0 28 Jan 2021
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Zhuowen Tu Kaiming He 303 10,233 0 16 Nov 2016