Dragonfly as a Platform for Easy Image-based Deep Learning Applications

Ruslana Makovetsky; Nicolas Piche; Mike Marsh

doi:10.1017/S143192761800315X

Abstract

An abstract is not available for this content so a preview has been provided. As you have access to this content, a full PDF is available via the ‘Save PDF’ action button.

Image of the first page of this content. For PDF version, please use the ‘Save PDF’ preceeding this image.'

References

[1] Adabi, M, et al 12th USENIX Symposium on OSDI (2015), pp265-283.Google Scholar

[4] The authors thank Dr. Tim Ryan (Pennsylvania State University) for contributing experimental data.Google Scholar

Crossref Citations

This article has been cited by the following publications. This list is generated based on data provided by Crossref.

Provencher, Benjamin Piché, Nicolas and Marsh, Mike 2019. Simplifying and Streamlining Large-Scale Materials Image Processing with Wizard-Driven and Scalable Deep Learning. Microscopy and Microanalysis, Vol. 25, Issue. S2, p. 402.

Provencher, Benjamin Makovetsky, Ruslana Yen, Eric Piché, Nicolas and Marsh, Mike 2019. Workflow Automation and Portability Enable High Throughput Image Processing and Segmentation for Cell Biology Systems. Microscopy and Microanalysis, Vol. 25, Issue. S2, p. 1388.

Veith, Austin and B Baker, Aaron 2020. A Rapid, Nondestructive Method for Vascular Network Visualization. BioTechniques, Vol. 69, Issue. 6, p. 443.

Dong, Peng Provencher, Benjamin Basim, Nabil Piché, Nicolas and Marsh, Mike 2020. Forget About Cleaning up Your Micrographs: Deep Learning Segmentation is Robust to Image Artifacts. Microscopy and Microanalysis, Vol. 26, Issue. S2, p. 1468.

Tavousi, Pouya Shahbazi, zahra and Shahbazmohamadi, Sina 2020. AI-based Brain Image Segmentation Using Synthesized Data. Microscopy and Microanalysis, Vol. 26, Issue. S2, p. 694.

El-Sherif, Hesham Briggs, Natalie Bersch, Brian Pan, Minghao Hamidinejad, Mahdi Rajabpour, Siavash Filleter, Tobin Kim, Ki Wook Robinson, Joshua and Bassim, Nabil D. 2021. Scalable Characterization of 2D Gallium-Intercalated Epitaxial Graphene. ACS Applied Materials & Interfaces, Vol. 13, Issue. 46, p. 55428.

Liu, Keli Wang, Junsheng Yang, Yanhong and Zhou, Yizhou 2021. Effect of cooling rate on carbides in directionally solidified nickel-based single crystal superalloy: X-ray tomography and U-net CNN quantification. Journal of Alloys and Compounds, Vol. 883, Issue. , p. 160723.

Lee, Hye Ryoung Liao, Lei Xiao, Wang Vailionis, Arturas Ricco, Antonio J. White, Robin Nishi, Yoshio Chiu, Wah Chu, Steven and Cui, Yi 2021. Three-Dimensional Analysis of Particle Distribution on Filter Layers inside N95 Respirators by Deep Learning. Nano Letters, Vol. 21, Issue. 1, p. 651.

Panerai, Francesco Bessire, Brody Haskins, Justin Foster, Collin Barnard, Harold Stern, Eric and Feldman, Jay 2021. Morphological Evolution of Ordinary Chondrite Microstructure during Heating: Implications for Atmospheric Entry. The Planetary Science Journal, Vol. 2, Issue. 5, p. 179.

Paré, Arnaud Charbonnier, Baptiste Veziers, Joëlle Vignes, Caroline Dutilleul, Maeva De Pinieux, Gonzague Laure, Boris Bossard, Adeline Saucet-Zerbib, Annaëlle Touzot-Jourde, Gwenola Weiss, Pierre Corre, Pierre Gauthier, Olivier and Marchat, David 2022. Standardized and axially vascularized calcium phosphate-based implants for segmental mandibular defects: A promising proof of concept. Acta Biomaterialia, Vol. 154, Issue. , p. 626.

Sittner, J. Brovchenko, V. Siddique, A. Buyse, F. Boone, M. Renno, A.D. Cnudde, V. Merkulova, M. and Sluzhenikin, S.F. 2022. Three-Dimensional Distribution of Platinum Group Minerals in Natural MSS-ISS Ores From the Norilsk One Deposit, Russia. Frontiers in Earth Science, Vol. 10, Issue. ,

Zhang, Chi Li, Xin Liu, Keli Tian, Guangyuan Wang, Shuo and Wang, Junsheng 2022. In Situ Characterization of Corrosion Processes of As-Extruded Pure Magnesium Using X-Ray Computed Microtomography. Corrosion, Vol. 78, Issue. 4, p. 350.

Zhang, Chi Liu, Chen Li, Xin Liu, Keli Tian, Guangyuan and Wang, Junsheng 2022. Quantifying the influence of secondary phases on corrosion in multicomponent Mg alloys using X-ray computed microtomography. Corrosion Science, Vol. 195, Issue. , p. 110010.

Ibrahim, Jamal Brumfeld, Vlad Addadi, Yoseph Rubin, Sarah Weiner, Steve Boaretto, Elisabetta and Petraglia, Michael D. 2022. The petrous bone contains high concentrations of osteocytes: One possible reason why ancient DNA is better preserved in this bone. PLOS ONE, Vol. 17, Issue. 10, p. e0269348.

Scucchia, Federica Sauer, Katrein Zaslansky, Paul and Mass, Tali 2022. Artificial Intelligence as a Tool to Study the 3D Skeletal Architecture in Newly Settled Coral Recruits: Insights into the Effects of Ocean Acidification on Coral Biomineralization. Journal of Marine Science and Engineering, Vol. 10, Issue. 3, p. 391.

Liu, Keli Wang, Junsheng Wang, Bing Mao, Pengcheng Yang, Yanhong and Zhou, Yizhou 2022. Quantifying the Influences of Carbides and Porosities on the Fatigue Crack Evolution of a Ni-Based Single-Crystal Superalloy using X-ray Tomography. Acta Metallurgica Sinica (English Letters), Vol. 35, Issue. 1, p. 133.

Curcuraci, Luca Weinkamer, Richard and Bertinetti, Luca 2022. bmiptools: BioMaterials Image Processing Tools. Journal of Open Source Software, Vol. 7, Issue. 79, p. 4859.

Liu, Keli Zhang, Chi Wang, Junsheng Xue, Chengpeng Wang, Bing Zhang, Mingshan Yang, Yanhong and Zhou, Yizhou 2022. Quantifying the Effects of Carbides and Pores on Fatigue Damages of Ni-Based Single Crystal Superalloys at Elevated Temperature Using X-Ray CT Scans. Journal of Nondestructive Evaluation, Vol. 41, Issue. 2,

Chen, Sam Arias, Victoria Stephani, Kelly Panerai, Francesco and Bessire, Brody K. 2023. Microstructure and Oxidation Behavior of Fibers and Binders in Charring Ablators.

Oruganti, Sreevishnu Mansour, Nagi N. Panesi, Marco and Panerai, Francesco 2023. Microstructure of pyrolyzing RTV silicone. Polymer Degradation and Stability, Vol. 207, Issue. , p. 110237.

Download full list

Article contents

Dragonfly as a Platform for Easy Image-based Deep Learning Applications

Abstract

References

Save article to Kindle

Save article to Dropbox

Save article to Google Drive

Reply to: Submit a response

Your details

You have entered the maximum number of contributors

Conflicting interests