Matches in SemOpenAlex for { <https://semopenalex.org/work/W3122022355> ?p ?o ?g. }
Showing items 1 to 79 of
79
with 100 items per page.
- W3122022355 abstract "Increasing numbers of patients with disabilities or elderly people with mobility issues often suffer from a pressure ulcer. The affected areas need regular checks, but they have a difficulty in accessing a hospital. Some remote diagnosis systems are being used for them, but there are limitations in checking a patient's status regularly. In this paper, we present a remote medical assistant that can help pressure ulcer management with image processing techniques. The proposed system includes a mobile application with a deep learning model for wound segmentation and analysis. As there are not enough data to train the deep learning model, we make use of a pretrained model from a relevant domain and data augmentation that is appropriate for this task. First of all, an image preprocessing method using bilinear interpolation is used to resize images and normalize the images. Second, for data augmentation, we use rotation, reflection, and a watershed algorithm. Third, we use a pretrained deep learning model generated from skin wound images similar to pressure ulcer images. Finally, we added an attention module that can provide hints on the pressure ulcer image features. The resulting model provides an accuracy of 99.0%, an intersection over union (IoU) of 99.99%, and a dice similarity coefficient (DSC) of 93.4% for pressure ulcer segmentation, which is better than existing results." @default.
- W3122022355 created "2021-02-01" @default.
- W3122022355 creator A5014628834 @default.
- W3122022355 creator A5080664764 @default.
- W3122022355 creator A5081343642 @default.
- W3122022355 date "2021-01-23" @default.
- W3122022355 modified "2023-09-27" @default.
- W3122022355 title "A Pressure Ulcer Care System For Remote Medical Assistance: Residual U-Net with an Attention Model Based for Wound Area Segmentation." @default.
- W3122022355 cites W1582388844 @default.
- W3122022355 cites W1901129140 @default.
- W3122022355 cites W1903029394 @default.
- W3122022355 cites W2042667699 @default.
- W3122022355 cites W2194775991 @default.
- W3122022355 cites W2293652202 @default.
- W3122022355 cites W2557889580 @default.
- W3122022355 cites W2577387418 @default.
- W3122022355 cites W2626528971 @default.
- W3122022355 cites W2744115775 @default.
- W3122022355 cites W2798122215 @default.
- W3122022355 cites W2807769526 @default.
- W3122022355 cites W2845205073 @default.
- W3122022355 cites W2886694606 @default.
- W3122022355 cites W2890331880 @default.
- W3122022355 cites W2890984685 @default.
- W3122022355 cites W2891043409 @default.
- W3122022355 cites W2893456591 @default.
- W3122022355 cites W2947263797 @default.
- W3122022355 cites W2953082339 @default.
- W3122022355 cites W2954996726 @default.
- W3122022355 cites W2963446712 @default.
- W3122022355 cites W2964263369 @default.
- W3122022355 cites W3098824029 @default.
- W3122022355 hasPublicationYear "2021" @default.
- W3122022355 type Work @default.
- W3122022355 sameAs 3122022355 @default.
- W3122022355 citedByCount "0" @default.
- W3122022355 crossrefType "posted-content" @default.
- W3122022355 hasAuthorship W3122022355A5014628834 @default.
- W3122022355 hasAuthorship W3122022355A5080664764 @default.
- W3122022355 hasAuthorship W3122022355A5081343642 @default.
- W3122022355 hasConcept C108583219 @default.
- W3122022355 hasConcept C154945302 @default.
- W3122022355 hasConcept C31972630 @default.
- W3122022355 hasConcept C34736171 @default.
- W3122022355 hasConcept C41008148 @default.
- W3122022355 hasConcept C89600930 @default.
- W3122022355 hasConceptScore W3122022355C108583219 @default.
- W3122022355 hasConceptScore W3122022355C154945302 @default.
- W3122022355 hasConceptScore W3122022355C31972630 @default.
- W3122022355 hasConceptScore W3122022355C34736171 @default.
- W3122022355 hasConceptScore W3122022355C41008148 @default.
- W3122022355 hasConceptScore W3122022355C89600930 @default.
- W3122022355 hasLocation W31220223551 @default.
- W3122022355 hasOpenAccess W3122022355 @default.
- W3122022355 hasPrimaryLocation W31220223551 @default.
- W3122022355 hasRelatedWork W1989544085 @default.
- W3122022355 hasRelatedWork W204284032 @default.
- W3122022355 hasRelatedWork W2066294795 @default.
- W3122022355 hasRelatedWork W2185500722 @default.
- W3122022355 hasRelatedWork W2761909414 @default.
- W3122022355 hasRelatedWork W2790266252 @default.
- W3122022355 hasRelatedWork W2893456591 @default.
- W3122022355 hasRelatedWork W2947334184 @default.
- W3122022355 hasRelatedWork W2978837569 @default.
- W3122022355 hasRelatedWork W2995811145 @default.
- W3122022355 hasRelatedWork W3028265349 @default.
- W3122022355 hasRelatedWork W3042773772 @default.
- W3122022355 hasRelatedWork W3081623883 @default.
- W3122022355 hasRelatedWork W3081850693 @default.
- W3122022355 hasRelatedWork W3093249162 @default.
- W3122022355 hasRelatedWork W3133783182 @default.
- W3122022355 hasRelatedWork W3163747284 @default.
- W3122022355 hasRelatedWork W3175207588 @default.
- W3122022355 hasRelatedWork W3197657819 @default.
- W3122022355 hasRelatedWork W3110509097 @default.
- W3122022355 isParatext "false" @default.
- W3122022355 isRetracted "false" @default.
- W3122022355 magId "3122022355" @default.
- W3122022355 workType "article" @default.