Heed the noise in performance evaluations in neural architecture search

Author:

Dushatskiy Arkadiy1,Alderliesten Tanja2,Bosman Peter A. N.3

Affiliation:

1. Centrum Wiskunde & Informatica, Amsterdam, the Netherlands

2. Leiden University Medical Center, Leiden, the Netherlands

3. Delft University of Technology, Delft, The Netherlands

Funder

Dutch Research Council (NWO)

Publisher

ACM

Reference29 articles.

1. Michela Antonelli Annika Reinke Spyridon Bakas Keyvan Farahani Bennett A Landman Geert Litjens Bjoern Menze Olaf Ronneberger Ronald M Summers Bram van Ginneken etal 2021. The Medical Segmentation Decathlon. arXiv preprint arXiv:2106.05735 (2021). Michela Antonelli Annika Reinke Spyridon Bakas Keyvan Farahani Bennett A Landman Geert Litjens Bjoern Menze Olaf Ronneberger Ronald M Summers Bram van Ginneken et al. 2021. The Medical Segmentation Decathlon. arXiv preprint arXiv:2106.05735 (2021).

2. James Bergstra , Daniel Yamins , and David Cox . 2013 . Making a science of model search: Hyperparameter optimization in hundreds of dimensions for vision architectures . In Proceedings of the International Conference on Machine Learning. PMLR, 115--123 . James Bergstra, Daniel Yamins, and David Cox. 2013. Making a science of model search: Hyperparameter optimization in hundreds of dimensions for vision architectures. In Proceedings of the International Conference on Machine Learning. PMLR, 115--123.

3. Deep Learning Techniques for Automatic MRI Cardiac Multi-Structures Segmentation and Diagnosis: Is the Problem Solved?

4. Xception: Deep Learning with Depthwise Separable Convolutions

5. Evolving Search Space for Neural Architecture Search

Cited by 1 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. SegQNAS: Quantum-inspired Neural Architecture Search applied to Medical Image Semantic Segmentation;2023 International Joint Conference on Neural Networks (IJCNN);2023-06-18

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