Matches in SemOpenAlex for { <https://semopenalex.org/work/W4385175072> ?p ?o ?g. }
Showing items 1 to 96 of
96
with 100 items per page.
- W4385175072 abstract "Abstract The increasing use of automation in cellular assays and cell culture presents significant opportunities to enhance the scale and throughput of imaging assays, but to do so, reliable data quality and consistency are critical. Realizing the full potential of automation will thus require the design of robust analysis pipelines that span the entire workflow in question. Here we present FocA, a deep learning tool that, in near real-time, identifies in-focus and out-of-focus images generated on a fully automated cell biology research platform, the NYSCF Global Stem Cell Array®. The tool is trained on small patches of downsampled images to maximize computational efficiency without compromising accuracy, and optimized to make sure no sub-quality images are stored and used in downstream analyses. The tool automatically generates balanced and maximally diverse training sets to avoid bias. The resulting model correctly identifies 100% of out-of-focus and 98% of in-focus images in under 4 seconds per 96-well plate, and achieves this result even in heavily downsampled data (∼30 times smaller than native resolution). Integrating the tool into automated workflows minimizes the need for human verification as well as the collection and usage of low-quality data. FocA thus offers a solution to ensure reliable image data hygiene and improve the efficiency of automated imaging workflows using minimal computational resources." @default.
- W4385175072 created "2023-07-24" @default.
- W4385175072 creator A5002452282 @default.
- W4385175072 creator A5014690603 @default.
- W4385175072 creator A5016759566 @default.
- W4385175072 creator A5023005051 @default.
- W4385175072 creator A5038423072 @default.
- W4385175072 creator A5080588339 @default.
- W4385175072 creator A5092526533 @default.
- W4385175072 date "2023-07-22" @default.
- W4385175072 modified "2023-09-25" @default.
- W4385175072 title "FocA: A deep learning tool for reliable, near-real-time imaging focus analysis in automated cell assay pipelines" @default.
- W4385175072 cites W1671213273 @default.
- W4385175072 cites W1998614190 @default.
- W4385175072 cites W2023688367 @default.
- W4385175072 cites W2146153534 @default.
- W4385175072 cites W2148143831 @default.
- W4385175072 cites W2168338758 @default.
- W4385175072 cites W2170947705 @default.
- W4385175072 cites W2795106634 @default.
- W4385175072 cites W3043543689 @default.
- W4385175072 cites W3166799542 @default.
- W4385175072 cites W3170840593 @default.
- W4385175072 cites W3196125223 @default.
- W4385175072 doi "https://doi.org/10.1101/2023.07.20.549929" @default.
- W4385175072 hasPublicationYear "2023" @default.
- W4385175072 type Work @default.
- W4385175072 citedByCount "0" @default.
- W4385175072 crossrefType "posted-content" @default.
- W4385175072 hasAuthorship W4385175072A5002452282 @default.
- W4385175072 hasAuthorship W4385175072A5014690603 @default.
- W4385175072 hasAuthorship W4385175072A5016759566 @default.
- W4385175072 hasAuthorship W4385175072A5023005051 @default.
- W4385175072 hasAuthorship W4385175072A5038423072 @default.
- W4385175072 hasAuthorship W4385175072A5080588339 @default.
- W4385175072 hasAuthorship W4385175072A5092526533 @default.
- W4385175072 hasConcept C108583219 @default.
- W4385175072 hasConcept C115901376 @default.
- W4385175072 hasConcept C119857082 @default.
- W4385175072 hasConcept C120665830 @default.
- W4385175072 hasConcept C121332964 @default.
- W4385175072 hasConcept C124101348 @default.
- W4385175072 hasConcept C127413603 @default.
- W4385175072 hasConcept C154945302 @default.
- W4385175072 hasConcept C157764524 @default.
- W4385175072 hasConcept C175309249 @default.
- W4385175072 hasConcept C177212765 @default.
- W4385175072 hasConcept C192209626 @default.
- W4385175072 hasConcept C2776436953 @default.
- W4385175072 hasConcept C3019060180 @default.
- W4385175072 hasConcept C41008148 @default.
- W4385175072 hasConcept C44154836 @default.
- W4385175072 hasConcept C555944384 @default.
- W4385175072 hasConcept C76155785 @default.
- W4385175072 hasConcept C77088390 @default.
- W4385175072 hasConcept C78519656 @default.
- W4385175072 hasConcept C79403827 @default.
- W4385175072 hasConcept C87717796 @default.
- W4385175072 hasConceptScore W4385175072C108583219 @default.
- W4385175072 hasConceptScore W4385175072C115901376 @default.
- W4385175072 hasConceptScore W4385175072C119857082 @default.
- W4385175072 hasConceptScore W4385175072C120665830 @default.
- W4385175072 hasConceptScore W4385175072C121332964 @default.
- W4385175072 hasConceptScore W4385175072C124101348 @default.
- W4385175072 hasConceptScore W4385175072C127413603 @default.
- W4385175072 hasConceptScore W4385175072C154945302 @default.
- W4385175072 hasConceptScore W4385175072C157764524 @default.
- W4385175072 hasConceptScore W4385175072C175309249 @default.
- W4385175072 hasConceptScore W4385175072C177212765 @default.
- W4385175072 hasConceptScore W4385175072C192209626 @default.
- W4385175072 hasConceptScore W4385175072C2776436953 @default.
- W4385175072 hasConceptScore W4385175072C3019060180 @default.
- W4385175072 hasConceptScore W4385175072C41008148 @default.
- W4385175072 hasConceptScore W4385175072C44154836 @default.
- W4385175072 hasConceptScore W4385175072C555944384 @default.
- W4385175072 hasConceptScore W4385175072C76155785 @default.
- W4385175072 hasConceptScore W4385175072C77088390 @default.
- W4385175072 hasConceptScore W4385175072C78519656 @default.
- W4385175072 hasConceptScore W4385175072C79403827 @default.
- W4385175072 hasConceptScore W4385175072C87717796 @default.
- W4385175072 hasLocation W43851750721 @default.
- W4385175072 hasOpenAccess W4385175072 @default.
- W4385175072 hasPrimaryLocation W43851750721 @default.
- W4385175072 hasRelatedWork W3014300295 @default.
- W4385175072 hasRelatedWork W3164822677 @default.
- W4385175072 hasRelatedWork W4223943233 @default.
- W4385175072 hasRelatedWork W4225161397 @default.
- W4385175072 hasRelatedWork W4309045103 @default.
- W4385175072 hasRelatedWork W4312200629 @default.
- W4385175072 hasRelatedWork W4360585206 @default.
- W4385175072 hasRelatedWork W4364306694 @default.
- W4385175072 hasRelatedWork W4380075502 @default.
- W4385175072 hasRelatedWork W4380086463 @default.
- W4385175072 isParatext "false" @default.
- W4385175072 isRetracted "false" @default.
- W4385175072 workType "article" @default.