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Linking Categorical and Dimensional Approaches to Assess Food-Related Emotions
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In: Foods; Volume 11; Issue 7; Pages: 972 (2022)
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BES-Net: Boundary Enhancing Semantic Context Network for High-Resolution Image Semantic Segmentation
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In: Remote Sensing; Volume 14; Issue 7; Pages: 1638 (2022)
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Abstract:
This paper focuses on the high-resolution (HR) remote sensing images semantic segmentation task, whose goal is to predict semantic labels in a pixel-wise manner. Due to the rich complexity and heterogeneity of information in HR remote sensing images, the ability to extract spatial details (boundary information) and semantic context information dominates the performance in segmentation. In this paper, based on the frequently used fully convolutional network framework, we propose a boundary enhancing semantic context network (BES-Net) to explicitly use the boundary to enhance semantic context extraction. BES-Net mainly consists of three modules: (1) a boundary extraction module for extracting the semantic boundary information, (2) a multi-scale semantic context fusion module for fusing semantic features containing objects with multiple scales, and (3) a boundary enhancing semantic context module for explicitly enhancing the fused semantic features with the extracted boundary information to improve the intra-class semantic consistency, especially in those pixels containing boundaries. Extensive experimental evaluations and comprehensive ablation studies on the ISPRS Vaihingen and Potsdam datasets demonstrate the effectiveness of BES-Net, yielding an overall improvement of 1.28/2.36/0.72 percent in mF1/mIoU/OA over FCN_8s when the BE and MSF modules are combined by the BES module. In particular, our BES-Net achieves a state-of-the-art performance of 91.4% OA on the ISPRS Vaihingen dataset and 92.9%/91.5% mF1/OA on the ISPRS Potsdam dataset.
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Keyword:
boundary enhancing semantic context; fully convolutional network; remote sensing images; semantic segmentation
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URL: https://doi.org/10.3390/rs14071638
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| 3 |
Multimodal resources in five school dictionaries ; Recursos multimodales en cinco diccionarios escolares ; Recursos multimodais em cinco dicionários escolares
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In: Revista GTLex; v. 7 (2021): Volume 7 ; 2447-9551 (2022)
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Бестиарий в «Букваре» Кариона Истомина и воспитание царевича Алексея ; Karion Istomin’s Bestiary and the Upbringing of Tsarevich Alexei
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| 5 |
Metonymy in Visual Images of Anti-Pollution Advertisements
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In: Studies in Literature and Language; Vol 24, No 1 (2022): Studies in Literature and Language; 44-50 ; 1923-1563 ; 1923-1555 (2022)
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| 6 |
Multimodal dataset of real-time 2D and static 3D MRI of healthy French speakers
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In: ISSN: 2052-4463 ; EISSN: 2052-4463 ; Scientific Data ; https://hal.archives-ouvertes.fr/hal-03507532 ; Scientific Data , Nature Publishing Group, 2021, 8 (1), pp.258. ⟨10.1038/s41597-021-01041-3⟩ (2021)
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| 7 |
СТИЛЕВЫЕ ПРИЁМЫ СОЗДАНИЯ КАРТИНЫ МИРА В СБОРНИКЕ С. Я. ПАРНОК «ВПОЛГОЛОСА» ... : STYLE METHODS OF CREATING A PICTURE OF THE WORLD IN THE BOOK OF S.YA. PARNOK “UNDERTONES” ...
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| 8 |
Образ и имидж: соотношение понятий ... : Image: Ratio of Concepts ...
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Шакак Хайат, Х.М.. - : Автономная некоммерческая организация высшего образования «Российский новый университет», 2021
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ЗАПИСИ ФОЛЬКЛОРА 1946 г. В РУССКОМ УСТЬЕ: ЗАИМСТВОВАННЫЕ СКАЗКИ ... : FOLKLORE RECORDS OF 1946 IN RUSSKOE USTYE: THE BORROWERS FAIRY TALES ...
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Чарина, О.И.. - : Институт гуманитарных исследований и проблем малочисленных народов Севера СО РАН, 2021
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| 10 |
ПАНТЕОН БОЖЕСТВ ВЕРХНЕГО МИРА В ЯКУТСКОМ ФОЛЬКЛОРЕ ... : PANTHEON OF THE UPPER WORLD DEITIES IN YAKUT FOLKLORE ...
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| 11 |
Laudatio Repository - Long-term Access and Usage of Deeply Annotated Information Docker Images ...
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| 12 |
Laudatio Repository - Long-term Access and Usage of Deeply Annotated Information Docker Images ...
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| 13 |
A systematic review of normative studies using images of common objects
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| 14 |
A Novel Infrared and Visible Image Fusion Approach Based on Adversarial Neural Network
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In: Sensors; Volume 22; Issue 1; Pages: 304 (2021)
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| 16 |
From “Confrontation” to “Dialogue” ... : On the “Eurocentrism” of Comparative Literature ...
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| 17 |
Вербальное освоение имперского пространства как основа фиксации образов реальности ; Linguistic Acquisition of the Imperial Space as a Means for Registering the Images of Geographic Reality
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| 18 |
Язык запаха в мистическом дискурсе прозы Владимира Набокова французского периода ; The Language of Smell in Vladimir Nabokov’s Mystical Discourse of Prose from His French Period
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| 19 |
A netnographic delving into the deaf people narratives: conversations with the phenomena images ; Mergulho netnográfico nas narrativas existenciais surdas: conversações com as imagens fenômenos
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In: Revista Digital do LAV; 2021: Revista Digital do LAV - v. 14, n. 1, jan./apr. 2021; 138-158 ; Revista Digital do LAV; 2021: Revista Digital do LAV - v. 14, n. 1, jan./abr. 2021; 138-158 ; 1983-7348 (2021)
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| 20 |
Empathy, Animals, and Deadly Vices
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In: Animal Studies Journal (2021)
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