FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2082612961> ?p ?o ?g. }

• W2082612961 endingPage "860" @default.
• W2082612961 startingPage "849" @default.
• W2082612961 abstract "One distinguishing property of life is its temporal dynamics, and it is hence only natural that time lapse experiments play a crucial role in modern biomedical research areas such as signaling pathways, drug discovery or developmental biology. Such experiments yield a very large number of images that encode complex cellular activities, and reliable automated cell tracking emerges naturally as a prerequisite for further quantitative analysis. However, many existing cell tracking methods are restricted to using only a small number of features to allow for manual tweaking. In this paper, we propose a novel cell tracking approach that embraces a powerful machine learning technique to optimize the tracking parameters based on user annotated tracks. Our approach replaces the tedious parameter tuning with parameter learning and allows for the use of a much richer set of complex tracking features, which in turn affords superior prediction accuracy. Furthermore, we developed an active learning approach for efficient training data retrieval, which reduces the annotation effort to only 17%. In practical terms, our approach allows life science researchers to inject their expertise in a more intuitive and direct manner. This process is further facilitated by using a glyph visualization technique for ground truth annotation and validation. Evaluation and comparison on several publicly available benchmark sequences show significant performance improvement over recently reported approaches. Code and software tools are provided to the public." @default.
• W2082612961 created "2016-06-24" @default.
• W2082612961 creator A5011308250 @default.
• W2082612961 creator A5020048224 @default.
• W2082612961 creator A5038369604 @default.
• W2082612961 date "2014-04-01" @default.
• W2082612961 modified "2023-10-14" @default.
• W2082612961 title "Active Structured Learning for Cell Tracking: Algorithm, Framework, and Usability" @default.
• W2082612961 cites W117661170 @default.
• W2082612961 cites W1526741802 @default.
• W2082612961 cites W1971731086 @default.
• W2082612961 cites W1984804160 @default.
• W2082612961 cites W1989493360 @default.
• W2082612961 cites W1995903777 @default.
• W2082612961 cites W2000396646 @default.
• W2082612961 cites W2002089932 @default.
• W2082612961 cites W2008652694 @default.
• W2082612961 cites W2028561329 @default.
• W2082612961 cites W2031312855 @default.
• W2082612961 cites W2065383075 @default.
• W2082612961 cites W2086128646 @default.
• W2082612961 cites W2100138660 @default.
• W2082612961 cites W2100816184 @default.
• W2082612961 cites W2101916976 @default.
• W2082612961 cites W2109187183 @default.
• W2082612961 cites W2116036158 @default.
• W2082612961 cites W2118236796 @default.
• W2082612961 cites W2120601853 @default.
• W2082612961 cites W2122502232 @default.
• W2082612961 cites W2132200263 @default.
• W2082612961 cites W2134905085 @default.
• W2082612961 cites W2137788460 @default.
• W2082612961 cites W2140099710 @default.
• W2082612961 cites W2142332605 @default.
• W2082612961 cites W2147546750 @default.
• W2082612961 cites W2150760714 @default.
• W2082612961 cites W2151023586 @default.
• W2082612961 cites W2162245111 @default.
• W2082612961 cites W2170865122 @default.
• W2082612961 cites W2295262250 @default.
• W2082612961 cites W2543696449 @default.
• W2082612961 cites W4237853473 @default.
• W2082612961 cites W4253314985 @default.
• W2082612961 doi "https://doi.org/10.1109/tmi.2013.2296937" @default.
• W2082612961 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/24710154" @default.
• W2082612961 hasPublicationYear "2014" @default.
• W2082612961 type Work @default.
• W2082612961 sameAs 2082612961 @default.
• W2082612961 citedByCount "23" @default.
• W2082612961 countsByYear W20826129612015 @default.
• W2082612961 countsByYear W20826129612016 @default.
• W2082612961 countsByYear W20826129612017 @default.
• W2082612961 countsByYear W20826129612018 @default.
• W2082612961 countsByYear W20826129612019 @default.
• W2082612961 countsByYear W20826129612020 @default.
• W2082612961 countsByYear W20826129612021 @default.
• W2082612961 countsByYear W20826129612022 @default.
• W2082612961 countsByYear W20826129612023 @default.
• W2082612961 crossrefType "journal-article" @default.
• W2082612961 hasAuthorship W2082612961A5011308250 @default.
• W2082612961 hasAuthorship W2082612961A5020048224 @default.
• W2082612961 hasAuthorship W2082612961A5038369604 @default.
• W2082612961 hasConcept C104317684 @default.
• W2082612961 hasConcept C107457646 @default.
• W2082612961 hasConcept C111919701 @default.
• W2082612961 hasConcept C119857082 @default.
• W2082612961 hasConcept C124101348 @default.
• W2082612961 hasConcept C13280743 @default.
• W2082612961 hasConcept C142816647 @default.
• W2082612961 hasConcept C146849305 @default.
• W2082612961 hasConcept C154945302 @default.
• W2082612961 hasConcept C15744967 @default.
• W2082612961 hasConcept C170130773 @default.
• W2082612961 hasConcept C185592680 @default.
• W2082612961 hasConcept C185798385 @default.
• W2082612961 hasConcept C19417346 @default.
• W2082612961 hasConcept C205649164 @default.
• W2082612961 hasConcept C2775936607 @default.
• W2082612961 hasConcept C2776321320 @default.
• W2082612961 hasConcept C2780200862 @default.
• W2082612961 hasConcept C36464697 @default.
• W2082612961 hasConcept C41008148 @default.
• W2082612961 hasConcept C55493867 @default.
• W2082612961 hasConcept C66746571 @default.
• W2082612961 hasConcept C77967617 @default.
• W2082612961 hasConcept C98045186 @default.
• W2082612961 hasConceptScore W2082612961C104317684 @default.
• W2082612961 hasConceptScore W2082612961C107457646 @default.
• W2082612961 hasConceptScore W2082612961C111919701 @default.
• W2082612961 hasConceptScore W2082612961C119857082 @default.
• W2082612961 hasConceptScore W2082612961C124101348 @default.
• W2082612961 hasConceptScore W2082612961C13280743 @default.
• W2082612961 hasConceptScore W2082612961C142816647 @default.
• W2082612961 hasConceptScore W2082612961C146849305 @default.
• W2082612961 hasConceptScore W2082612961C154945302 @default.
• W2082612961 hasConceptScore W2082612961C15744967 @default.
• W2082612961 hasConceptScore W2082612961C170130773 @default.
• W2082612961 hasConceptScore W2082612961C185592680 @default.

• next