Matches in SemOpenAlex for { <https://semopenalex.org/work/W2950198859> ?p ?o ?g. }
Showing items 1 to 89 of
89
with 100 items per page.
- W2950198859 abstract "Redundancy and noise exist in the bands of hyperspectral images (HSIs). Thus, it is a good property to be able to select suitable parts from hundreds of input bands for HSIs classification methods. In this letter, a band attention module (BAM) is proposed to implement the deep learning based HSIs classification with the capacity of band selection or weighting. The proposed BAM can be seen as a plug-and-play complementary component of the existing classification networks which fully considers the adverse effects caused by the redundancy of the bands when using convolutional neural networks (CNNs) for HSIs classification. Unlike most of deep learning methods used in HSIs, the band attention module which is customized according to the characteristics of hyperspectral images is embedded in the ordinary CNNs for better performance. At the same time, unlike classical band selection or weighting methods, the proposed method achieves the end-to-end training instead of the separated stages. Experiments are carried out on two HSI benchmark datasets. Compared to some classical and advanced deep learning methods, numerical simulations under different evaluation criteria show that the proposed method have good performance. Last but not least, some advanced CNNs are combined with the proposed BAM for better performance." @default.
- W2950198859 created "2019-06-27" @default.
- W2950198859 creator A5000588825 @default.
- W2950198859 creator A5052182532 @default.
- W2950198859 creator A5053097929 @default.
- W2950198859 date "2019-06-10" @default.
- W2950198859 modified "2023-09-25" @default.
- W2950198859 title "Band Attention Convolutional Networks For Hyperspectral Image Classification" @default.
- W2950198859 cites W1522734439 @default.
- W2950198859 cites W1665214252 @default.
- W2950198859 cites W1836465849 @default.
- W2950198859 cites W2029316659 @default.
- W2950198859 cites W2147800946 @default.
- W2950198859 cites W2156303437 @default.
- W2950198859 cites W2156909104 @default.
- W2950198859 cites W2194775991 @default.
- W2950198859 cites W2531409750 @default.
- W2950198859 cites W2546942002 @default.
- W2950198859 cites W2572303978 @default.
- W2950198859 cites W2752782242 @default.
- W2950198859 cites W2792625921 @default.
- W2950198859 cites W2884773598 @default.
- W2950198859 cites W2888119354 @default.
- W2950198859 cites W2911158779 @default.
- W2950198859 cites W2923245205 @default.
- W2950198859 cites W2944512710 @default.
- W2950198859 cites W2962835968 @default.
- W2950198859 cites W2963403868 @default.
- W2950198859 cites W2963446712 @default.
- W2950198859 cites W2963840672 @default.
- W2950198859 cites W2964121744 @default.
- W2950198859 cites W3033582532 @default.
- W2950198859 cites W603908379 @default.
- W2950198859 doi "https://doi.org/10.48550/arxiv.1906.04379" @default.
- W2950198859 hasPublicationYear "2019" @default.
- W2950198859 type Work @default.
- W2950198859 sameAs 2950198859 @default.
- W2950198859 citedByCount "1" @default.
- W2950198859 countsByYear W29501988592020 @default.
- W2950198859 crossrefType "posted-content" @default.
- W2950198859 hasAuthorship W2950198859A5000588825 @default.
- W2950198859 hasAuthorship W2950198859A5052182532 @default.
- W2950198859 hasAuthorship W2950198859A5053097929 @default.
- W2950198859 hasBestOaLocation W29501988591 @default.
- W2950198859 hasConcept C108583219 @default.
- W2950198859 hasConcept C111919701 @default.
- W2950198859 hasConcept C121332964 @default.
- W2950198859 hasConcept C13280743 @default.
- W2950198859 hasConcept C152124472 @default.
- W2950198859 hasConcept C153180895 @default.
- W2950198859 hasConcept C154945302 @default.
- W2950198859 hasConcept C159078339 @default.
- W2950198859 hasConcept C183115368 @default.
- W2950198859 hasConcept C185798385 @default.
- W2950198859 hasConcept C205649164 @default.
- W2950198859 hasConcept C24890656 @default.
- W2950198859 hasConcept C41008148 @default.
- W2950198859 hasConcept C81363708 @default.
- W2950198859 hasConceptScore W2950198859C108583219 @default.
- W2950198859 hasConceptScore W2950198859C111919701 @default.
- W2950198859 hasConceptScore W2950198859C121332964 @default.
- W2950198859 hasConceptScore W2950198859C13280743 @default.
- W2950198859 hasConceptScore W2950198859C152124472 @default.
- W2950198859 hasConceptScore W2950198859C153180895 @default.
- W2950198859 hasConceptScore W2950198859C154945302 @default.
- W2950198859 hasConceptScore W2950198859C159078339 @default.
- W2950198859 hasConceptScore W2950198859C183115368 @default.
- W2950198859 hasConceptScore W2950198859C185798385 @default.
- W2950198859 hasConceptScore W2950198859C205649164 @default.
- W2950198859 hasConceptScore W2950198859C24890656 @default.
- W2950198859 hasConceptScore W2950198859C41008148 @default.
- W2950198859 hasConceptScore W2950198859C81363708 @default.
- W2950198859 hasLocation W29501988591 @default.
- W2950198859 hasOpenAccess W2950198859 @default.
- W2950198859 hasPrimaryLocation W29501988591 @default.
- W2950198859 hasRelatedWork W2732542196 @default.
- W2950198859 hasRelatedWork W2738221750 @default.
- W2950198859 hasRelatedWork W2766146978 @default.
- W2950198859 hasRelatedWork W2807839383 @default.
- W2950198859 hasRelatedWork W3156786002 @default.
- W2950198859 hasRelatedWork W3173596272 @default.
- W2950198859 hasRelatedWork W4312417841 @default.
- W2950198859 hasRelatedWork W4321369474 @default.
- W2950198859 hasRelatedWork W4321439147 @default.
- W2950198859 hasRelatedWork W564581980 @default.
- W2950198859 isParatext "false" @default.
- W2950198859 isRetracted "false" @default.
- W2950198859 magId "2950198859" @default.
- W2950198859 workType "article" @default.