Author

Amos Storkey

University of EdinburghORCID 0000-0002-8100-506XUnclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

Click to filter author papers

Signature Assays, Organisms & Methods

Click to filter · or open tag

Research Focus:benchmarking· 1 Approach:deep learning· 1 Research Focus:drug response / drug discovery· 1 Organism:human· 1 Assay:imaging· 1

Frequent Co-Authors

Anne Elizabeth CarpenteriD· 1 shared Juan C. CaicedoiD· 1 shared Nick PawlowskiiD· 1 shared Shantanu SinghiD· 1 shared

Activity by Year

2016-2016 · peak 1/yr

Co-Author Collaboration Network

4 top collaborators · 6 mutual co-author links

Click any collaborator node to inspect or filter shared papers

Focal author (center)Selected co-authorORCID co-authorUnlinked name

Curved chords = mutual co-authorship

1 shared paperBioinformatics

Anne Elizabeth CarpenterORCID

Mutual co-authors in cluster

Author profile →

1 paper

Recent·Most cited

BioinformaticsbioRxivPreprintNov 2, 2016

✦ In-depth digest

Automating Morphological Profiling with Generic Deep Convolutional Networks

Nick Pawlowski, Juan C. Caicedo, Shantanu Singh…·Amos Storkey

ImageNet-pretrained Inception-v3, without fine-tuning or segmentation, reaches 91% mechanism-of-action accuracy on illumination-corrected BBBC021 versus 90% for classical mean profiles, running in 22 minutes versus over 10 hours for single-core CellProfiler.

83 citations

humanimaging

𝕏 PostBluesky