FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4385076661> ?p ?o ?g. }

• W4385076661 endingPage "126577" @default.
• W4385076661 startingPage "126577" @default.
• W4385076661 abstract "Automated medical image classification is the key component in intelligent diagnosis systems. However, most medical image datasets contain plenty of samples of common diseases and just a handful of rare ones, leading to major class imbalances. Currently, it is an open problem in intelligent diagnosis to effectively learn from imbalanced training data. In this paper, we propose a simple yet effective framework, named Class Attention to REgions of the lesion (CARE), to handle data imbalance issues by embedding attention into the training process of Convolutional Neural Networks (CNNs). The proposed attention module helps CNNs attend to lesion regions of rare diseases, therefore helping CNNs to learn their characteristics more effectively. In addition, this attention module works only during the training phase and does not change the architecture of the original network, so it can be directly combined with any existing CNN architecture. The CARE framework needs bounding boxes to represent the lesion regions of rare diseases. To alleviate the need for manual annotation, we further developed variants of CARE by leveraging the traditional saliency methods or a pretrained segmentation model for bounding box generation. Results show that the CARE variants with automated bounding box generation are comparable to the original CARE framework with manual bounding box annotations. A series of experiments on an imbalanced skin image dataset and a pneumonia dataset indicates that our method can effectively help the network focus on the lesion regions of rare diseases and remarkably improves the classification performance of rare diseases." @default.
• W4385076661 created "2023-07-23" @default.
• W4385076661 creator A5016688093 @default.
• W4385076661 creator A5033396445 @default.
• W4385076661 creator A5035896762 @default.
• W4385076661 creator A5082605318 @default.
• W4385076661 creator A5090818171 @default.
• W4385076661 date "2023-10-01" @default.
• W4385076661 modified "2023-09-26" @default.
• W4385076661 title "Class attention to regions of lesion for imbalanced medical image recognition" @default.
• W4385076661 cites W2015159529 @default.
• W4385076661 cites W2047839530 @default.
• W4385076661 cites W2052244801 @default.
• W4385076661 cites W2058732827 @default.
• W4385076661 cites W2103614420 @default.
• W4385076661 cites W2128340050 @default.
• W4385076661 cites W2132265655 @default.
• W4385076661 cites W2136256517 @default.
• W4385076661 cites W2137513322 @default.
• W4385076661 cites W2141014056 @default.
• W4385076661 cites W2148143831 @default.
• W4385076661 cites W2194775991 @default.
• W4385076661 cites W2295107390 @default.
• W4385076661 cites W2332175535 @default.
• W4385076661 cites W2334028018 @default.
• W4385076661 cites W2533800772 @default.
• W4385076661 cites W2550553598 @default.
• W4385076661 cites W2612112834 @default.
• W4385076661 cites W2752782242 @default.
• W4385076661 cites W2787769342 @default.
• W4385076661 cites W2884585870 @default.
• W4385076661 cites W2962858109 @default.
• W4385076661 cites W2963351448 @default.
• W4385076661 cites W2963946669 @default.
• W4385076661 cites W2979418973 @default.
• W4385076661 cites W2979454968 @default.
• W4385076661 cites W2979553811 @default.
• W4385076661 cites W3010030563 @default.
• W4385076661 cites W3101294892 @default.
• W4385076661 cites W3105920086 @default.
• W4385076661 cites W3138516171 @default.
• W4385076661 cites W3158420105 @default.
• W4385076661 cites W4224240475 @default.
• W4385076661 doi "https://doi.org/10.1016/j.neucom.2023.126577" @default.
• W4385076661 hasPublicationYear "2023" @default.
• W4385076661 type Work @default.
• W4385076661 citedByCount "0" @default.
• W4385076661 crossrefType "journal-article" @default.
• W4385076661 hasAuthorship W4385076661A5016688093 @default.
• W4385076661 hasAuthorship W4385076661A5033396445 @default.
• W4385076661 hasAuthorship W4385076661A5035896762 @default.
• W4385076661 hasAuthorship W4385076661A5082605318 @default.
• W4385076661 hasAuthorship W4385076661A5090818171 @default.
• W4385076661 hasBestOaLocation W43850766612 @default.
• W4385076661 hasConcept C108583219 @default.
• W4385076661 hasConcept C111919701 @default.
• W4385076661 hasConcept C115961682 @default.
• W4385076661 hasConcept C119857082 @default.
• W4385076661 hasConcept C147037132 @default.
• W4385076661 hasConcept C153180895 @default.
• W4385076661 hasConcept C154945302 @default.
• W4385076661 hasConcept C2777212361 @default.
• W4385076661 hasConcept C41008148 @default.
• W4385076661 hasConcept C41608201 @default.
• W4385076661 hasConcept C63584917 @default.
• W4385076661 hasConcept C81363708 @default.
• W4385076661 hasConcept C89600930 @default.
• W4385076661 hasConcept C98045186 @default.
• W4385076661 hasConceptScore W4385076661C108583219 @default.
• W4385076661 hasConceptScore W4385076661C111919701 @default.
• W4385076661 hasConceptScore W4385076661C115961682 @default.
• W4385076661 hasConceptScore W4385076661C119857082 @default.
• W4385076661 hasConceptScore W4385076661C147037132 @default.
• W4385076661 hasConceptScore W4385076661C153180895 @default.
• W4385076661 hasConceptScore W4385076661C154945302 @default.
• W4385076661 hasConceptScore W4385076661C2777212361 @default.
• W4385076661 hasConceptScore W4385076661C41008148 @default.
• W4385076661 hasConceptScore W4385076661C41608201 @default.
• W4385076661 hasConceptScore W4385076661C63584917 @default.
• W4385076661 hasConceptScore W4385076661C81363708 @default.
• W4385076661 hasConceptScore W4385076661C89600930 @default.
• W4385076661 hasConceptScore W4385076661C98045186 @default.
• W4385076661 hasLocation W43850766611 @default.
• W4385076661 hasLocation W43850766612 @default.
• W4385076661 hasOpenAccess W4385076661 @default.
• W4385076661 hasPrimaryLocation W43850766611 @default.
• W4385076661 hasRelatedWork W2736037340 @default.
• W4385076661 hasRelatedWork W2756241593 @default.
• W4385076661 hasRelatedWork W2801801420 @default.
• W4385076661 hasRelatedWork W2804719275 @default.
• W4385076661 hasRelatedWork W2964106404 @default.
• W4385076661 hasRelatedWork W3005905334 @default.
• W4385076661 hasRelatedWork W3097420222 @default.
• W4385076661 hasRelatedWork W4213376880 @default.
• W4385076661 hasRelatedWork W4312417841 @default.
• W4385076661 hasRelatedWork W4313203494 @default.
• W4385076661 hasVolume "555" @default.
• W4385076661 isParatext "false" @default.

• next