Data enrichment for semantic segmentation of point clouds for the generation of geometric-semantic road models by David Crampen, Joerg Blankenbach

“…Additionally, the proposed modular workflow can be easily customized to fit diverse data sources and enhance semantic segmentation performance in a model-agnostic way.…”
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Estimating reach of social impact products: A model to standardize the calculation of product reach in data-scarce settings by Svenja M Jungjohann, Emily Carnahan, Peiman Milani, Cyril Engmann

“…We propose a novel model to support data-driven decision-making in data and budget-constrained settings and use of routine monitoring to ensure progress towards program outcomes and impact. # Methods We present a complete model to estimate product reach of durable and fast-moving consumer products, which includes required inputs, potential data sources, formulas, trade-offs, and assumptions…”
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Population Structure and Size of Early Yekaterinburg (1723-1744) by E. V. Borodina, S. I. Tsemenkova

“…The research was based on documentary sources of official record-keeping, the most significant of which were the data from local (factory) censuses of residents of the fortress factory in the 1720s — 1740s. …”
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Improved Hadamard Decomposition and Its Application in Data Compression in New-Type Power Systems by Zhi Ding, Tianyao Ji, Mengshi Li

“…The proliferation of renewable energy sources, flexible loads, and advanced measurement devices in new-type power systems has led to an unprecedented surge in power signal data, posing significant challenges for data management and analysis. …”
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Functional Model of Supply Chain Waste Reduction and Control Strategies for Retailers—The USA Retail Industry by Victory Ikpe, Mohammad Shamsuddoha

“…<i>Background:</i> The US retail sector grapples with persistent challenges related to supply chain waste, including inefficiencies, overstocking, and logistical barriers, necessitating targeted reduction strategies to mitigate escalating costs, environmental impacts, and diminished profitability. <i>Methods</i>: This study adopts a qualitative research method that draws on secondary data sources such as books, journals, articles, and websites to explore supply chain waste reduction strategies within the US retail industry. …”
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The Antioxidant and Antitumor Effects of Al-gae from the Persian Gulf: A Systematic Re-view by Erfan Jamei, Mohammad Reza Gallehgiryan, Masoumeh Shiravani, Ali Sadeghi, Mohadeseh Mahdi, Maryam Nekooei

“…Conclusion: Persian Gulf algae, as a rich source of bioactive compounds, have significant potential in cancer therapy and oxidative stress reduction. …”
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Blind super-resolution network based on local fuzzy discriminative loss for fabric data augmentation by Ning Dai, Xiaohan Hu, Kaixin Xu, Xudong Hu, Yanhong Yuan, Bo Cao, Luhong Shi

“…In the field of fabric defect detection, the development of algorithms has been hindered by issues such as poor quality and limited quantity of open-source datasets. Traditional data augmentation methods offer limited improvements in model performance, while generative data augmentation methods are plagued by difficulties in training generative models, susceptibility to artifacts, and the need for re-labeling. …”
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Machine‐learning based spatiotemporal prediction of soil moisture in a grassland hillslope by Timo Houben, Pia Ebeling, Swamini Khurana, Julia Sabine Schmid, Johannes Boog

“…To enable the transfer of the application to other contexts or sites, we provide the modeling workflow as an open‐source computational Python module.…”
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From evaluation to innovation: Strengthening geospatial agricultural monitoring information system in Indonesia by Rizatus Shofiyati, Agnes Sondita Payani, Kustiyo Kustiyo, Muhammad Rokhis Khomarudin, Dede Dirgahayu, Fadhlullah Ramadhani, Muhammad Sulaiman Nur Ubay, Laju Gandharum, Heri Sadmono

“…Geospatial systems demonstrate significant potential to optimize resource use. The analysis of the technical processing technique reveals significant differences in satellite sources, spatial and temporal resolutions, classification schemes, and statistical granularity. …”
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Biomass as eco-friendly adsorbents for the removal of emerging pollutants from wastewater: A review by Asma Musfira Shabbirahmed, Anu Jacob, Pinaki Dey, Prathap Somu, Dibyajyoti Haldar

“…This review comprehensively examines the sources, toxicological effects, and conventional and emerging methods for removing heavy metals, antibiotics, and pesticides from wastewater. …”
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Integrative Analysis of Transcriptomic and Metabolomic Profiles Uncovers the Mechanism of Color Variation in the Tea Plant Callus by Mengna Xiao, Yingju Tian, Ya Wang, Yunfang Guan, Ying Zhang, Yuan Zhang, Yanlan Tao, Zengquan Lan, Dexin Wang

“…Tissue culture serves as a crucial method in commercial breeding by facilitating the rapid propagation of valuable genotypes and the generation of disease-free clones. …”
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Fault Diagnosis for Rolling Bearings Under Complex Working Conditions Based on Domain-Conditioned Adaptation by Xu Zhang, Gaoquan Gu

“…The method then aligns source and target domain features by minimizing inter-domain feature distribution discrepancies, explicitly mitigating the distribution variations induced by changes in working conditions. …”
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A robust multi-scale clustering framework for single-cell RNA-seq data analysis by Songrun Jiang, Chunyan Wang, Qiucheng Sun, Zhi Zhang

“…To address these challenges, we introduce a new method, single-cell Multi-Scale Clustering Framework (scMSCF), which combines multi-dimensional PCA for dimensionality reduction, K-means clustering, and a weighted ensemble meta-clustering approach, enhanced by a self-attention-driven Transformer model to optimize clustering performance. scMSCF constructs an initial clustering framework using a multi-layer dimensionality reduction strategy to establish a robust consensus on clustering structure. …”
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Fractional hitting sets for efficient multiset sketching by Timothé Rouzé, Igor Martayan, Camille Marchet, Antoine Limasset

“…This highlights the potential of our approach in addressing the challenges presented by the ever-expanding landscape of genomic data. supersampler is an open-source software and can be accessed at https://github.com/TimRouze/supersampler . …”
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Comparative study of drying techniques on the anti-inflammatory content of bitter leaf simplicia (Vernonia amygdalina Del.) by Yulianida Tamala, Moh. Yani, Illah Sailah, Ernie Halimatushadyah, Trina Ekawati Tallei

“…Bitter leaf (Vernonia amygdalina Del.) hold significant potential for development in the pharmaceutical industry due to its high content of bioactive compounds, particularly flavonoids, which serve as a source of anti-inflammatory agents. A major challenge in processing bitter leaf into dried simplicia is the selection of an appropriate drying technique, as the drying process can alter the active compounds present in the plant. …”
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Encapsulation Techniques to Enhance Astaxanthin Utilization as Functional Feed Ingredient by Matteo Vitale, Joaquin Gomez-Estaca, Janete Chung, Seong-Chea Chua, Daniela Maria Pampanin

“…Herein, the effectiveness of astaxanthin (AX) as functional feed ingredient was assessed by enhancing its stability and bioavailability using encapsulation methods. Spray-drying and liposome entrapment were applied to a natural AX source from shrimp by-products, along with two commercially synthetic alternatives. …”
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Extract and Powder of Epilobium Angustifolium in Bakery Products by Nevskaya E., Zueva A., Belyaev A.

“…The modern food industry is currently facing the problem of the appropriate use of inexpensive and affordable domestic plant materials as an important source of vital substances. They can be used in formulations and production technologies of fortified functional foods. …”
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Understanding and accessing the continuum of human/animal support services: A scoping review by Lisa Townsend, Grace Phillips, Janet Hoy-Gerlach, Heather Cammisa

“…Clearinghouses such as Pethelpfinder.org may be more efficient ways of identifying HA/SS than other sources. Further research is needed to optimize growth of HA/SS and facilitate collaboration across human and animal service sectors.…”
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Relationships between green technological innovation, renewable energy, circular economy, and green growth by Afef BOUATTOUR, Sarra GHARBI, Maha KALAI, Kamel HELALI

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A multidisciplinary and structured approach for comprehensive evaluation of functional outcomes, adverse events, psychosocial outcomes and health-related quality of life after loca... by Leonie G. Tigelaar, Lianne M. Haveman, Willem P. Bekkering, Irene L. B. Oude Lansink, Christel D. Rohrich, Hinke Van der Hoek, Laura R. Beek, Jennifer Van Dijk, Marjolein E. M. Langemeijer, Relinde W. Slooff-Lentink, Alied M. Van der Aa-Van Delden, Heleen Maurice-Stam, Annemarie M. L. Peek, Helena J. H. Van der Pal, Maria M. W. Koopman, Leontien C. M. Kremer, Stijn J. Westerbos, Harm Van Tinteren, Jos A. M. Bramer, Jos A. M. Bramer, Michiel A. J. Van de Sande, Michiel A. J. Van de Sande, Martha A. Grootenhuis, Hendrik W. B. Schreuder, Hendrik W. B. Schreuder, Johannes H. M. Merks, Johannes H. M. Merks

“…Standard of care clinical assessments serve as the primary data source for this study. Furthermore, additional research assessments are performed to further expand our knowledge. …”
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