Matches in SemOpenAlex for { <https://semopenalex.org/work/W4387616399> ?p ?o ?g. }
- W4387616399 abstract "Accurate grading of semantic characteristics is helpful for radiologists to determine the probabilities of the likelihood of malignancy of a pulmonary nodule. Nevertheless, because of the complex and varied properties of pulmonary nodules, assessing semantic characteristics (SC) is a difficult task.In this paper, we first analyze a set of important semantic characteristics of pulmonary nodules and extract the important SCs relating to pulmonary nodule malignancy by Pearson's correlation approach. Then, we propose three automatic SC grading models based on deep belief network (DBN) and a multi-branch convolutional neural network (CNN) classifier, MBCNN. The first DBN model takes grayscale and binary nodule images as the input, and the second DBN model takes grayscale nodule images and 72 features extracted from pulmonary nodules as the input.Experimental results indicate that our algorithms can achieve satisfying results on semantic characteristic grading. Especially, the MBCNN can obtain higher semantic characteristic grading results with an average accuracy of 89.37%.Quantitative and automatic grading of semantic characteristics proposed in this paper can assist radiologists effectively assess the likelihood of pulmonary nodules being malignant and further promote the early expectant treatment of malignant nodules." @default.
- W4387616399 created "2023-10-14" @default.
- W4387616399 creator A5013339942 @default.
- W4387616399 creator A5083716189 @default.
- W4387616399 creator A5089503468 @default.
- W4387616399 date "2023-10-13" @default.
- W4387616399 modified "2023-10-17" @default.
- W4387616399 title "Semantic characteristic grading of pulmonary nodules based on deep neural networks" @default.
- W4387616399 cites W1973445088 @default.
- W4387616399 cites W1986649315 @default.
- W4387616399 cites W1996399730 @default.
- W4387616399 cites W2014959668 @default.
- W4387616399 cites W2034943329 @default.
- W4387616399 cites W2044465660 @default.
- W4387616399 cites W2083031215 @default.
- W4387616399 cites W2083927153 @default.
- W4387616399 cites W2096451472 @default.
- W4387616399 cites W2101610532 @default.
- W4387616399 cites W2107166114 @default.
- W4387616399 cites W2117438495 @default.
- W4387616399 cites W2127227873 @default.
- W4387616399 cites W2128553277 @default.
- W4387616399 cites W2159498975 @default.
- W4387616399 cites W2161326860 @default.
- W4387616399 cites W2163178035 @default.
- W4387616399 cites W2537105513 @default.
- W4387616399 cites W284344164 @default.
- W4387616399 cites W2969504408 @default.
- W4387616399 cites W3099876044 @default.
- W4387616399 cites W4283447279 @default.
- W4387616399 cites W4295936472 @default.
- W4387616399 cites W4309899642 @default.
- W4387616399 cites W4317933248 @default.
- W4387616399 cites W4366085698 @default.
- W4387616399 cites W4367040828 @default.
- W4387616399 cites W4382701071 @default.
- W4387616399 cites W4383532845 @default.
- W4387616399 doi "https://doi.org/10.1186/s12880-023-01112-4" @default.
- W4387616399 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/37833636" @default.
- W4387616399 hasPublicationYear "2023" @default.
- W4387616399 type Work @default.
- W4387616399 citedByCount "0" @default.
- W4387616399 crossrefType "journal-article" @default.
- W4387616399 hasAuthorship W4387616399A5013339942 @default.
- W4387616399 hasAuthorship W4387616399A5083716189 @default.
- W4387616399 hasAuthorship W4387616399A5089503468 @default.
- W4387616399 hasBestOaLocation W43876163991 @default.
- W4387616399 hasConcept C108583219 @default.
- W4387616399 hasConcept C115961682 @default.
- W4387616399 hasConcept C12267149 @default.
- W4387616399 hasConcept C127413603 @default.
- W4387616399 hasConcept C142724271 @default.
- W4387616399 hasConcept C147176958 @default.
- W4387616399 hasConcept C151730666 @default.
- W4387616399 hasConcept C153180895 @default.
- W4387616399 hasConcept C154945302 @default.
- W4387616399 hasConcept C204321447 @default.
- W4387616399 hasConcept C2776731575 @default.
- W4387616399 hasConcept C2777286243 @default.
- W4387616399 hasConcept C2779399171 @default.
- W4387616399 hasConcept C41008148 @default.
- W4387616399 hasConcept C50644808 @default.
- W4387616399 hasConcept C66905080 @default.
- W4387616399 hasConcept C71924100 @default.
- W4387616399 hasConcept C78201319 @default.
- W4387616399 hasConcept C81363708 @default.
- W4387616399 hasConcept C86803240 @default.
- W4387616399 hasConcept C95623464 @default.
- W4387616399 hasConceptScore W4387616399C108583219 @default.
- W4387616399 hasConceptScore W4387616399C115961682 @default.
- W4387616399 hasConceptScore W4387616399C12267149 @default.
- W4387616399 hasConceptScore W4387616399C127413603 @default.
- W4387616399 hasConceptScore W4387616399C142724271 @default.
- W4387616399 hasConceptScore W4387616399C147176958 @default.
- W4387616399 hasConceptScore W4387616399C151730666 @default.
- W4387616399 hasConceptScore W4387616399C153180895 @default.
- W4387616399 hasConceptScore W4387616399C154945302 @default.
- W4387616399 hasConceptScore W4387616399C204321447 @default.
- W4387616399 hasConceptScore W4387616399C2776731575 @default.
- W4387616399 hasConceptScore W4387616399C2777286243 @default.
- W4387616399 hasConceptScore W4387616399C2779399171 @default.
- W4387616399 hasConceptScore W4387616399C41008148 @default.
- W4387616399 hasConceptScore W4387616399C50644808 @default.
- W4387616399 hasConceptScore W4387616399C66905080 @default.
- W4387616399 hasConceptScore W4387616399C71924100 @default.
- W4387616399 hasConceptScore W4387616399C78201319 @default.
- W4387616399 hasConceptScore W4387616399C81363708 @default.
- W4387616399 hasConceptScore W4387616399C86803240 @default.
- W4387616399 hasConceptScore W4387616399C95623464 @default.
- W4387616399 hasFunder F4320321001 @default.
- W4387616399 hasIssue "1" @default.
- W4387616399 hasLocation W43876163991 @default.
- W4387616399 hasLocation W43876163992 @default.
- W4387616399 hasOpenAccess W4387616399 @default.
- W4387616399 hasPrimaryLocation W43876163991 @default.
- W4387616399 hasRelatedWork W115686965 @default.
- W4387616399 hasRelatedWork W2040020606 @default.
- W4387616399 hasRelatedWork W2110031805 @default.
- W4387616399 hasRelatedWork W2113071088 @default.
- W4387616399 hasRelatedWork W2121061354 @default.