Image Generation and Lesion Segmentation of Brain Tumors and Stroke Based on GAN and 3D ResU-Net by Mingkang Sun, Xiang Li, Weiye Sun

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Enhancing glaucoma diagnosis: Generative adversarial networks in synthesized imagery and classification with pretrained MobileNetV2 by I. Govindharaj, D. Santhakumar, K. Pugazharasi, S. Ravichandran, R. Vijaya Prabhu, J. Raja

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YOLO-LeafNet: a robust deep learning framework for multispecies plant disease detection with data augmentation by Ramanjot Kaur, Usha Mittal, Ankita Wadhawan, Ahmad Almogren, Jimmy Singla, Salil Bharany, Seada Hussen, Ateeq Ur Rehman, Asma A. Al-Huqail

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High Resolution Sea Ice Concentration Using a Sentinel-1 U-Net Ice-Water Classifier by Jozef Rusin, Anthony P. Doulgeris, K. Andrea Scott, Thomas Lavergne, Catherine Taelman

“…This study applies a U-Net convolutional neural network to Sentinel-1 SAR data, utilizing pixelwise ice-water labels to enhance SIC mapping. …”
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Flat U-Net: An Efficient Ultralightweight Model for Solar Filament Segmentation in Full-disk Hα Images by GaoFei Zhu, GangHua Lin, Xiao Yang, Cheng Zeng

“…Feature information from each network layer is fully extracted to reconstruct interchannel feature representations. …”
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HyDA-Net: A Hybrid Dense Attention Network for Remote Sensing Multi-Image Super-Resolution by Mohamed Ramzy Ibrahim, Robert Benavente, Daniel Ponsa, Felipe Lumbreras

“…HyDA-Net is a three-branch architecture that emphasizes the importance of information compensation and the correlation between multiple images of the same scene by fusing 3-D and 2-D features. …”
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An improved ShuffleNetV2 method based on ensemble self-distillation for tomato leaf diseases recognition by Shuiping Ni, Yue Jia, Mingfu Zhu, Mingfu Zhu, Yizhe Zhang, Wendi Wang, Shangxin Liu, Yawei Chen

“…Based on the fused feature map that integrates the intermediate feature maps of ShuffleNetV2 and shallow models, a depthwise separable convolution layer is introduced to further extract more effective feature information. …”
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Simulação do saldo de radiação na Serra da Mantiqueira Simulation of net radiation in the Mantiqueira mountain by Pabricio M. O. Lopes, Dalton M. Valeriano, Bernardo B. da Silva, Geber B. de A. Moura, Alexsandro O. da Silva

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Learning Architecture for Brain Tumor Classification Based on Deep Convolutional Neural Network: Classic and ResNet50 by Rabei Raad Ali, Noorayisahbe Mohd Yaacob, Marwan Harb Alqaryouti, Ala Eddin Sadeq, Mohamed Doheir, Musab Iqtait, Eko Hari Rachmawanto, Christy Atika Sari, Siti Salwani Yaacob

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Minimizing Power Consumption and Interference Mitigation of Downlink NOMA HetNets by IRS-Supported Aerial Base Stations by Osamah Thamer Hassan Alzubaidi, Mhd Nour Hindia, Kaharudin Dimyati, Kamarul Ariffin Noordin, Faizan Qamar, Atef Abdrabou

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Altered seasonal sensitivity of net ecosystem exchange to controls driven by nutrient balances in a semi-arid savanna by L. Nadolski, L. Nadolski, T. S. El-Madany, J. Nelson, A. Carrara, G. Moreno, R. Nair, Y. Luo, A. Hildebrandt, A. Hildebrandt, V. Rolo, M. Reichstein, S.-C. Lee

“…We analyzed a long-term (2016–2022/2023) dataset of flux, biometeorological, and vegetation data (satellite and ground measurements) from a manipulated semi-arid savanna to examine how altered nutrient levels and stoichiometric balance affect the seasonal sensitivity of net ecosystem exchange (NEE) to its drivers. We used singular spectrum analysis to extract the seasonal signals of all variables and assessed the key drivers of NEE over the study period as a whole and in different seasons, using Pearson correlation and information theory. …”
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Mul-material decomposition method for sandstone spectral CT images based on I-MultiEncFusion-Net by Yanfang Wu, Yanfang Wu, Yanfang Wu, Ran Zhang, Ran Zhang, Ran Zhang, Huihua Kong, Huihua Kong, Huihua Kong, Ping Chen, Ping Chen, Ping Chen, Yu Zou

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Improved identification and tracking of three-dimensional eddies in the Southern Ocean utilizing 3D-U-Res-Net by Chang Liu, Xiayan Lin, Xiayan Lin, Guangjun Xu, Guangjun Xu, Guoqing Han, Yu Liu

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LVI-PathNet: Segmentation-classification pipeline for detection of lymphovascular invasion in whole slide images of lung adenocarcinoma by Anna Timakova, Vladislav Ananev, Alexey Fayzullin, Egor Zemnuhov, Egor Rumyantsev, Andrey Zharov, Nicolay Zharkov, Varvara Zotova, Elena Shchelokova, Tatiana Demura, Peter Timashev, Vladimir Makarov

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Differences in Telemedicine Use for Patients With Diabetes in an Academic Versus Safety Net Health System: Retrospective Cohort Study by Jonathan J Shih, Magdalene Kuznia, Sarah Nouri, Elizabeth B Sherwin, Kathryn E Kemper, Anna D Rubinsky, Courtney R Lyles, Elaine C Khoong

“…Participant sociodemographic characteristics, health information, and telemedicine utilization were acquired from electronic health records. …”
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A General Model for Converting All-Wave Net Radiation at Instantaneous to Daily Scales Under Clear Sky by Jiakun Han, Bo Jiang, Yu Zhao, Jianghai Peng, Shaopeng Li, Hui Liang, Xiuwan Yin, Yingping Chen

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A global land-use data cube 1992–2020 based on the Human Appropriation of Net Primary Production by Sarah Matej, Florian Weidinger, Lisa Kaufmann, Nicolas Roux, Simone Gingrich, Helmut Haberl, Fridolin Krausmann, Karl-Heinz Erb

“…Land-use intensity is represented through the framework of Human Appropriation of Net Primary Production, which allows to quantify changes in NPP, respectively biomass flows, induced by land conversion and land-management. …”
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Enhancing Financial Decision-Making: Real Options Complementing the Net Present Value Technique in the Financial Services Sector by Ferina Marimuthu, Kyle Fitzgerald

“…Objective: This study investigates the effectiveness of integrating real options with the Net Present Value (NPV) technique in the context of the financial services sector. …”
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Net Zero land-use change impact on ammonia emissions: a spatial mapping case study in England by Elizabeth Ramos Fonseca, Helen ApSimon, Huw Woodward

“…We conclude that spatial land allocation modelling of net zero land-use measures is needed to inform policies and strategies to ensure suitable land is targeted and wider environmental and health impacts are considered.…”
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Evaluation of long lasting insecticidal nets in experimental huts and WHO PQT/VCP compliance: A systematic review. by Divya Teja Koppula, Ananganallur Nagarajan Shriram, Amala Ramasamy, Ashwani Kumar, Manju Rahi

“…These findings inform the development of improved net designs and ensure alignment with WHO guidelines, enhancing vector control measures. …”
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