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…ineering: A case study on computer vision
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@article{jiang_challenges_2024, | ||
title = {Challenges and practices of deep learning model reengineering: A case study on computer vision}, | ||
volume = {29}, | ||
issn = {1573-7616}, | ||
url = {https://doi.org/10.1007/s10664-024-10521-0}, | ||
doi = {10.1007/s10664-024-10521-0}, | ||
abstract = {Many engineering organizations are reimplementing and extending deep neural networks from the research community. We describe this process as deep learning model reengineering. Deep learning model reengineering — reusing, replicating, adapting, and enhancing state-of-the-art deep learning approaches — is challenging for reasons including under-documented reference models, changing requirements, and the cost of implementation and testing.}, | ||
pages = {142}, | ||
number = {6}, | ||
journaltitle = {Empirical Software Engineering}, | ||
shortjournal = {Empirical Software Engineering}, | ||
author = {Jiang, Wenxin and Banna, Vishnu and Vivek, Naveen and Goel, Abhinav and Synovic, Nicholas and Thiruvathukal, George K. and Davis, James C.}, | ||
date = {2024-08-20}, | ||
} |