Semantic‐aware visual consistency network for fused image harmonisation by Huayan Yu, Hai Huang, Yueyan Zhu, Aoran Chen

“…First, the authors modify a lightweight image harmonisation backbone and combined it with a pretrained segmentation model, in which the extracted semantic features were fed to both the encoder and decoder. Then the authors implement a semantic‐related background‐to‐foreground style transfer by leveraging spatial separation adaptive instance normalisation (SAIN). …”
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A Genomic Approach to Study Anthocyanin Synthesis and Flower Pigmentation in Passionflowers by Lilian Cristina Baldon Aizza, Marcelo Carnier Dornelas

“…The obtained sequences code for putative enzymes are involved in the production of flavonoid precursors, as well as those involved in the formation of particular (“decorated”) anthocyanin molecules. We also obtained sequences encoding regulatory factors that control the expression of structural genes and regulate the spatial and temporal accumulation of pigments. …”
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A journey from darkness to dawn: Metaphoric variation in depression recovery stories posted on Chinese Wechat subscription accounts by Lin Lin, Rui Zhou, Jia-jia Wang

“…It is found that these varying patterns can be mostly decoded based on correspondence and class inclusion metaphor types, developing from specific original source-target relations or original elements of the sources, while the rest of them can be realized by the introduction of new sources or targets for elaborating new experience and outcomes. …”
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THE PORTRAIT OF EDUCATIONAL PHILOSOPHY THROUGH AN ANALYSIS OF INDONESIAN MOVIE BASED ON PESANTREN THEME by Devi Nur Aini, Millatus Shofi, Latifatu Zuhriya

“…The way of people educate and think of their values affect the educational system; it is found in Pesantren as the Islamic institution that holds norm, belief, and values in education system. …”
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Multi-step multivariate forecasting of transmission power in NPPs using operational and meteorological data by Jaeseok Yoo, Young-jin Oh, Nam-hyun Kim, Soo-ill Lee, Jaepil Ko

“…In this study, we explored how to effectively handle the long-term dependence problem and various data characteristics to increase the forecasting accuracy of transmission power in NPPs by introducing a Seq2Seq model with an encoder-decoder structure and an attention mechanism, beyond traditional time series deep learning models, especially LSTM. …”
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An Orthopedic-, Surgical-, and Epidemiological-Based Investigation of Leprosy, in the Tamil Nadu State of India by Jason Samona, Scott Samona, Cameron Samona, S. Gopalakrishnan, P. Shekhar, D. Kubern, P. S. Mohan Kumar, Reza Nassiri

“…The orthopedic and surgical implications, as well as the functional debility caused by the disease, have not been previously explained by past research as they have in such a comprehensive manner in this paper. …”
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Dense Sandstone Material Decomposition Based on Improved Convolutional Neural Network by Ran ZHANG, Huihua KONG, Jiaxin LI, Yijiao SONG

“…The HD-SE attention mechanism is introduced in the decoder part to help the network recover the image features. …”
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A State-Supervised Model and Novel Anomaly Index for Gas Turbines Blade Fault Detection Under Multi-Operating Conditions by Yuan Xiao, Kun Feng, Dongyan Miao, Peng Zhang, Jiaxin Yang

“…First, a State-Supervised Variational Autoencoder (SS-VAE) model is introduced, which integrates the learning process of turbine operational states into the VAE bypass, enabling it to capture variations in vibration signal data across different operating conditions. Through the fusion decoding of operating states and vibration signals, the foundation of the SS-VAE model and its loss function is established. …”
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Theoretical Study of Terminal Vanadium(V) Chalcogenido Complexes Bearing Chlorido and Methoxido Ligands by Samuel Tetteh, Ruphino Zugle

“…Second-order perturbation analyses also revealed substantial delocalization of lone pair electrons from the oxido ligand into vacant non-Lewis (Rydberg) orbitals as compared to the sulfido and seleno analogues. …”
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Sub-cellular population imaging tools reveal stable apical dendrites in hippocampal area CA3 by Jason J. Moore, Shannon K. Rashid, Emmett Bicker, Cara D. Johnson, Naomi Codrington, Dmitri B. Chklovskii, Jayeeta Basu

“…These tools will facilitate future studies mapping sub-cellular activity and their relation to behavior.…”
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Cambios en la participación laboral de las mujeres casadas en el Área Metropolitana de Monterrey: 1976-1996 by Jorge N. Valero Gil

Subjects: “…economía del género…”
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Using Fabric Cutoffs to Create Branding Patchwork Designs Around Kabale Town. by Amutuheire, Anold

“…The research objectives included identifying the types and sources of fabric offcuts in Kabale and demonstrating how these materials can be transformed into creative, functional, and decorative branding designs. Additionally, the study explored the role of fashion designers in mitigating environmental pollution by innovatively reusing fabric waste while increasing their income through such practices. …”
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MSEANet: Multi-Scale Selective Edge Aware Network for Polyp Segmentation by Botao Liu, Changqi Shi, Ming Zhao

“…The model consists of three key components: (1) an Edge Feature Extractor (EFE) that captures polyp edge features with precision during the initial encoding phase, (2) the Cross-layer Context Fusion (CCF) block designed to extract and integrate multi-scale contextual information from diverse receptive fields, and (3) the Selective Edge Aware (SEA) module that enhances sensitivity to high-frequency edge details during the decoding phase, thereby improving edge preservation and segmentation accuracy. …”
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Efficient Hamiltonian encoding algorithms for extracting quantum control mechanism as interfering pathway amplitudes in the Dyson series by Erez Abrams, Michael Kasprzak, Gaurav Bhole, Tak-San Ho, Herschel Rabitz

“…The amplitudes of pathway classes are computed by modulating the Hamiltonian matrix elements and decoding the subsequent evolution of the system rather than by direct computation of the individual terms in the Dyson series. …”
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On the Efficient Broadcasting of Heterogeneous Services over Band-Limited Channels: Unequal Power Allocation for Wavelet Packet Division Multiplexing by Maurizio Murroni

“…The mean square error (MSE) between the original and the decoded message, 𝜓which has a strong correlation with subjective perception, is used as an optimization criterion.…”
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Implicit Pilots for an Efficient Channel Estimation in Simplified Massive MIMO Schemes with Precoding by Mário Marques da Silva, Rui Dinis, João Guerreiro

“…Nevertheless, some level of interference is generated in the decoding process. Such interference is mitigated by employing an optimized iterative receiver. …”
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The Attention Mechanism Performance Analysis for Football Players Using the Internet of Things and Deep Learning by Chuan Mou

“…Secondly, pyramid pooling modules and attention mechanisms are introduced. …”
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Making room for alternative African epistemologies in Ethiopian higher education by Meskerem Lechissa Debele

“…One issue often raised by Ethiopian scholars and others in relation to the narrow outlook of most Ethiopian higher education graduates is the fact that they are mostly unaware of (or alien to) the lives, aspirations, struggles, dreams, and achievements of people in adjacent African countries and the African diaspora. …”
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Living room design using Kansei Engineering approach with toddler safety aspect by Azizah Nurul Hanifati, Nora Azmi, Anik Nur Habyba

“…The harmonious design has a wood table (X5.1) with a sofa (X7.2) and TV (X9.1) and no flower vase (X11.2) as its decoration, while the simple design has a plastic table (X5.2) with a wood seat (X7.1) and with flower vase (X11.1) but no TV (X9.2). …”
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Performance of OFDM: FSO Communication System with Hybrid Channel Codes during Weak Turbulence by Ritu Gupta, Tara Singh Kamal, Preeti Singh

“…It is found that the presented hybrid coded OFDM-FSO system with 16-level quadrature amplitude modulation (QAM) provides significant improvement with less decoding complexity and reasonable delay.…”
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