FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3205567899> ?p ?o ?g. }

• W3205567899 abstract "The application of machine learning techniques to the medical domain is especially challenging due to the required level of precision and the incurrence of huge risks of minute errors. Employing these techniques to a more complex subdomain of hematological diagnosis seems quite promising, with automatic identification of blood cell types, which can help in detection of hematologic disorders. In this paper, we benchmark 27 popular deep convolutional neural network architectures on the microscopic peripheral blood cell images dataset. The dataset is publicly available, with large number of normal peripheral blood cells acquired using the CellaVision DM96 analyzer and identified by expert pathologists into eight different cell types. We fine-tune the state-of-the-art image classification models pre-trained on the ImageNet dataset for blood cell classification. We exploit data augmentation techniques during training to avoid overfitting and achieve generalization. An ensemble of the top performing models obtains significant improvements over past published works, achieving the state-of-the-art results with a classification accuracy of 99.51%. Our work provides empirical baselines and benchmarks on standard deep-learning architectures for microscopic peripheral blood cell recognition task." @default.
• W3205567899 created "2021-10-25" @default.
• W3205567899 creator A5007816461 @default.
• W3205567899 creator A5080511269 @default.
• W3205567899 date "2021-10-18" @default.
• W3205567899 modified "2023-09-27" @default.
• W3205567899 title "Deep CNNs for Peripheral Blood Cell Classification." @default.
• W3205567899 cites W1598866093 @default.
• W3205567899 cites W1686810756 @default.
• W3205567899 cites W2044562217 @default.
• W3205567899 cites W2060706129 @default.
• W3205567899 cites W2097381042 @default.
• W3205567899 cites W2117333179 @default.
• W3205567899 cites W2194775991 @default.
• W3205567899 cites W2233116163 @default.
• W3205567899 cites W2279098554 @default.
• W3205567899 cites W2401231614 @default.
• W3205567899 cites W2558688385 @default.
• W3205567899 cites W2561981131 @default.
• W3205567899 cites W2618746601 @default.
• W3205567899 cites W2730423879 @default.
• W3205567899 cites W2741436736 @default.
• W3205567899 cites W2756202949 @default.
• W3205567899 cites W2765483530 @default.
• W3205567899 cites W2769421449 @default.
• W3205567899 cites W2770563714 @default.
• W3205567899 cites W2796438033 @default.
• W3205567899 cites W2799182132 @default.
• W3205567899 cites W2801711638 @default.
• W3205567899 cites W2922911224 @default.
• W3205567899 cites W2952432176 @default.
• W3205567899 cites W2963446712 @default.
• W3205567899 cites W2964299589 @default.
• W3205567899 cites W2968859244 @default.
• W3205567899 cites W3015930014 @default.
• W3205567899 cites W3041133507 @default.
• W3205567899 cites W3100321043 @default.
• W3205567899 hasPublicationYear "2021" @default.
• W3205567899 type Work @default.
• W3205567899 sameAs 3205567899 @default.
• W3205567899 citedByCount "0" @default.
• W3205567899 crossrefType "posted-content" @default.
• W3205567899 hasAuthorship W3205567899A5007816461 @default.
• W3205567899 hasAuthorship W3205567899A5080511269 @default.
• W3205567899 hasConcept C108583219 @default.
• W3205567899 hasConcept C116834253 @default.
• W3205567899 hasConcept C119857082 @default.
• W3205567899 hasConcept C124101348 @default.
• W3205567899 hasConcept C126322002 @default.
• W3205567899 hasConcept C13280743 @default.
• W3205567899 hasConcept C134306372 @default.
• W3205567899 hasConcept C153180895 @default.
• W3205567899 hasConcept C154945302 @default.
• W3205567899 hasConcept C162324750 @default.
• W3205567899 hasConcept C165696696 @default.
• W3205567899 hasConcept C177148314 @default.
• W3205567899 hasConcept C185798385 @default.
• W3205567899 hasConcept C187736073 @default.
• W3205567899 hasConcept C205649164 @default.
• W3205567899 hasConcept C22019652 @default.
• W3205567899 hasConcept C2779813244 @default.
• W3205567899 hasConcept C2780451532 @default.
• W3205567899 hasConcept C3017910909 @default.
• W3205567899 hasConcept C33923547 @default.
• W3205567899 hasConcept C38652104 @default.
• W3205567899 hasConcept C41008148 @default.
• W3205567899 hasConcept C50644808 @default.
• W3205567899 hasConcept C59822182 @default.
• W3205567899 hasConcept C71924100 @default.
• W3205567899 hasConcept C81363708 @default.
• W3205567899 hasConcept C86803240 @default.
• W3205567899 hasConceptScore W3205567899C108583219 @default.
• W3205567899 hasConceptScore W3205567899C116834253 @default.
• W3205567899 hasConceptScore W3205567899C119857082 @default.
• W3205567899 hasConceptScore W3205567899C124101348 @default.
• W3205567899 hasConceptScore W3205567899C126322002 @default.
• W3205567899 hasConceptScore W3205567899C13280743 @default.
• W3205567899 hasConceptScore W3205567899C134306372 @default.
• W3205567899 hasConceptScore W3205567899C153180895 @default.
• W3205567899 hasConceptScore W3205567899C154945302 @default.
• W3205567899 hasConceptScore W3205567899C162324750 @default.
• W3205567899 hasConceptScore W3205567899C165696696 @default.
• W3205567899 hasConceptScore W3205567899C177148314 @default.
• W3205567899 hasConceptScore W3205567899C185798385 @default.
• W3205567899 hasConceptScore W3205567899C187736073 @default.
• W3205567899 hasConceptScore W3205567899C205649164 @default.
• W3205567899 hasConceptScore W3205567899C22019652 @default.
• W3205567899 hasConceptScore W3205567899C2779813244 @default.
• W3205567899 hasConceptScore W3205567899C2780451532 @default.
• W3205567899 hasConceptScore W3205567899C3017910909 @default.
• W3205567899 hasConceptScore W3205567899C33923547 @default.
• W3205567899 hasConceptScore W3205567899C38652104 @default.
• W3205567899 hasConceptScore W3205567899C41008148 @default.
• W3205567899 hasConceptScore W3205567899C50644808 @default.
• W3205567899 hasConceptScore W3205567899C59822182 @default.
• W3205567899 hasConceptScore W3205567899C71924100 @default.
• W3205567899 hasConceptScore W3205567899C81363708 @default.
• W3205567899 hasConceptScore W3205567899C86803240 @default.
• W3205567899 hasLocation W32055678991 @default.
• W3205567899 hasOpenAccess W3205567899 @default.

• next