Matches in SemOpenAlex for { <https://semopenalex.org/work/W4287231567> ?p ?o ?g. }
Showing items 1 to 77 of
77
with 100 items per page.
- W4287231567 abstract "We propose a two-stage Convolutional Neural Network (CNN) based classification framework for detecting COVID-19 and Community-Acquired Pneumonia (CAP) using the chest Computed Tomography (CT) scan images. In the first stage, an infection - COVID-19 or CAP, is detected using a pre-trained DenseNet architecture. Then, in the second stage, a fine-grained three-way classification is done using EfficientNet architecture. The proposed COVID+CAP-CNN framework achieved a slice-level classification accuracy of over 94% at identifying COVID-19 and CAP. Further, the proposed framework has the potential to be an initial screening tool for differential diagnosis of COVID-19 and CAP, achieving a validation accuracy of over 89.3% at the finer three-way COVID-19, CAP, and healthy classification. Within the IEEE ICASSP 2021 Signal Processing Grand Challenge (SPGC) on COVID-19 Diagnosis, our proposed two-stage classification framework achieved an overall accuracy of 90% and sensitivity of .857, .9, and .942 at distinguishing COVID-19, CAP, and normal individuals respectively, to rank first in the evaluation. Code and model weights are available at https://github.com/shubhamchaudhary2015/ct_covid19_cap_cnn" @default.
- W4287231567 created "2022-07-25" @default.
- W4287231567 creator A5010646067 @default.
- W4287231567 creator A5019388627 @default.
- W4287231567 creator A5026675739 @default.
- W4287231567 creator A5027834485 @default.
- W4287231567 creator A5030635177 @default.
- W4287231567 creator A5073191213 @default.
- W4287231567 date "2021-04-11" @default.
- W4287231567 modified "2023-10-18" @default.
- W4287231567 title "Detecting COVID-19 and Community Acquired Pneumonia using Chest CT scan images with Deep Learning" @default.
- W4287231567 doi "https://doi.org/10.48550/arxiv.2104.05121" @default.
- W4287231567 hasPublicationYear "2021" @default.
- W4287231567 type Work @default.
- W4287231567 citedByCount "0" @default.
- W4287231567 crossrefType "posted-content" @default.
- W4287231567 hasAuthorship W4287231567A5010646067 @default.
- W4287231567 hasAuthorship W4287231567A5019388627 @default.
- W4287231567 hasAuthorship W4287231567A5026675739 @default.
- W4287231567 hasAuthorship W4287231567A5027834485 @default.
- W4287231567 hasAuthorship W4287231567A5030635177 @default.
- W4287231567 hasAuthorship W4287231567A5073191213 @default.
- W4287231567 hasBestOaLocation W42872315671 @default.
- W4287231567 hasConcept C108583219 @default.
- W4287231567 hasConcept C126322002 @default.
- W4287231567 hasConcept C126838900 @default.
- W4287231567 hasConcept C142724271 @default.
- W4287231567 hasConcept C146357865 @default.
- W4287231567 hasConcept C151730666 @default.
- W4287231567 hasConcept C153180895 @default.
- W4287231567 hasConcept C154945302 @default.
- W4287231567 hasConcept C2776102371 @default.
- W4287231567 hasConcept C2777914695 @default.
- W4287231567 hasConcept C2779134260 @default.
- W4287231567 hasConcept C3007834351 @default.
- W4287231567 hasConcept C3008058167 @default.
- W4287231567 hasConcept C41008148 @default.
- W4287231567 hasConcept C524204448 @default.
- W4287231567 hasConcept C544519230 @default.
- W4287231567 hasConcept C71924100 @default.
- W4287231567 hasConcept C81363708 @default.
- W4287231567 hasConcept C86803240 @default.
- W4287231567 hasConceptScore W4287231567C108583219 @default.
- W4287231567 hasConceptScore W4287231567C126322002 @default.
- W4287231567 hasConceptScore W4287231567C126838900 @default.
- W4287231567 hasConceptScore W4287231567C142724271 @default.
- W4287231567 hasConceptScore W4287231567C146357865 @default.
- W4287231567 hasConceptScore W4287231567C151730666 @default.
- W4287231567 hasConceptScore W4287231567C153180895 @default.
- W4287231567 hasConceptScore W4287231567C154945302 @default.
- W4287231567 hasConceptScore W4287231567C2776102371 @default.
- W4287231567 hasConceptScore W4287231567C2777914695 @default.
- W4287231567 hasConceptScore W4287231567C2779134260 @default.
- W4287231567 hasConceptScore W4287231567C3007834351 @default.
- W4287231567 hasConceptScore W4287231567C3008058167 @default.
- W4287231567 hasConceptScore W4287231567C41008148 @default.
- W4287231567 hasConceptScore W4287231567C524204448 @default.
- W4287231567 hasConceptScore W4287231567C544519230 @default.
- W4287231567 hasConceptScore W4287231567C71924100 @default.
- W4287231567 hasConceptScore W4287231567C81363708 @default.
- W4287231567 hasConceptScore W4287231567C86803240 @default.
- W4287231567 hasLocation W42872315671 @default.
- W4287231567 hasOpenAccess W4287231567 @default.
- W4287231567 hasPrimaryLocation W42872315671 @default.
- W4287231567 hasRelatedWork W2732542196 @default.
- W4287231567 hasRelatedWork W2738221750 @default.
- W4287231567 hasRelatedWork W2758063741 @default.
- W4287231567 hasRelatedWork W2800691917 @default.
- W4287231567 hasRelatedWork W2889587233 @default.
- W4287231567 hasRelatedWork W3040868419 @default.
- W4287231567 hasRelatedWork W3128914156 @default.
- W4287231567 hasRelatedWork W3133861977 @default.
- W4287231567 hasRelatedWork W4214561993 @default.
- W4287231567 hasRelatedWork W564581980 @default.
- W4287231567 isParatext "false" @default.
- W4287231567 isRetracted "false" @default.
- W4287231567 workType "article" @default.