DEFIF-Net: A lightweight dual-encoding feature interaction fusion network for medical image segmentation. by Zhanlin Ji, Shengnan Hao, Quanming Zhao, Zidong Yu, Hongjiu Liu, Lei Li, Ivan Ganchev

“…Additionally, a novel multi-branch ghost module (MBGM) is used in the bottleneck layer of the network to enhance its efficiency in capturing and retaining different types of feature information. …”
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There are many barriers to species' migrations by Kenneth J Feeley, Evan M. Rehm, James Stroud

“…As expected, the number of future climate analogs available to each pixel decreased markedly with each added layer of complexity (e.g. the proportion of the Earth’s land surface without any available future climate analogs increased from 3% to more than 36% with the inclusion of precipitation and ecological boundaries). …”
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Peat Characterization and Uptake of Nickel (II) and Cobalt (II) in a Saprist Peat Column by E.S. Asapo, C.A. Coles

“…Ni 2+ may have been retained by a combination of ion exchange and complexation, while Co 2+ may have been retained only by complexation.…”
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ABOUT ANCIENT SOURCES OF DIAMONDS PLACERS by N. N. ZINCHUK

“…Basing on generalization of large actual material on complex investigation of diamond, its characteristic in Upper Paleozoic and  Mesozoic sedimentary thick layers of the Siberian platform has been  provided. …”
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YOLOv8-GO: A Lightweight Model for Prompt Detection of Foliar Maize Diseases by Tianyue Jiang, Xu Du, Ning Zhang, Xiuhan Sun, Xiao Li, Siqing Tian, Qiuyan Liang

“…The Global Attention Mechanism was introduced before the SPPF (Spatial Pyramid Pooling Fast) layer to enhance the model’s feature extraction capabilities without significantly increasing computational complexity. …”
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Developing a Concept for an OPC UA Standard to Improve Interoperability in Battery Cell Production: A Methodological Approach for Standardization in Heterogeneous Production Enviro... by Julia Sawodny, Simon Otte, Fabian Böttinger, Fabian Haag, Andreas Schlereth, Tom-Hendrik Hülsmann, Felix Tidde, David Roth, Arno Schmetz, Alexander Puchta, Sebastian Schabel, Thomas Bauernhansl, Jürgen Fleischer

“…It emphasizes the reuse and extension of existing OPC UA Companion Specifications to reduce complexity, avoid redundancy, and enable long-term standardization. …”
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MetaBiome: a multiscale model integrating agent-based and metabolic networks to reveal spatial regulation in gut mucosal microbial communities by Javad Aminian-Dehkordi, Andrew Dickson, Amin Valiei, Mohammad R. K. Mofrad

“…ABSTRACT Mucosal microbial communities (MMCs) are complex ecosystems near the mucosal layers of the gut essential for maintaining health and modulating disease states. …”
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Proposal of an open-source accelerators library for inference of transformer networks in edge devices based on Linux by Alejandro Araya-Núñez, Justin Fernández-Badilla, Daniel González-Vargas González-Vargas, Jimena León-Huertas, Erick-Andrés Obregón-Fonseca, Danny Xie-Li

“…The proposed methodology includes a software and hardware layer, with a Linux-based minimal image built on top of a synthesized RTL. …”
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Research on the Lightweight of Natural Language Understanding Model in Electric Power Field by DONG Zengbo, XU Shiyu, CHEN Xi, XU Bo, XIN Rui, ZHANG Pengfei, SONG Hui

“…When training the student model with the knowledge of the teacher model, patient early stopping mechanism is added to each layer of encoding, allowing samples of different complexity to be encoded with different layers, reducing overfitting problems that are prone to occur in the student model, and controlling the inference time of the model. …”
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Discrete wavelet integrated convolutional residual network for bearing fault diagnosis under noise and variable operating conditions by Yunfeng Ni, Shuang Li, Ping Guo

“…Traditional methods for diagnosing bearing faults under noisy conditions often rely on complex data preprocessing and struggle to maintain accuracy in high-noise environments. …”
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Carpe diem: A semiotic metaphorical representation of LOVE, SEX, and SEDUCTION in Andrew Marvell’s “To His Coy Mistress” by Peter Oyewole Makinde

“…Via this framework, the study sheds light on the poem’s complex representation of love, sex, and seduction through the use of semiotics and metaphor. …”
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V_S Profile Inversion in Heterogeneous Granular Soil Deposits: Implications for Structural Design in a Study Site (Italy) by Ferdinando Totani

“…Many urbanised areas of the Apennines, in Italy, have complex soil stratifications. A typical example is the outskirts of the city of L’Aquila, which is founded on highly heterogeneous soil layers and was severely affected by a strong earthquake in 2009. …”
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An Utopian Intervention to Face the Apocalypse: Gorleben's "Free Republic of Wendland" as a protest performance, eco-village and founding moment of the German anti-nuclear movement by Simone Niehoff

“…Through its inherent theatricality and its multi-layered engagement with the public, the invention achieved an immense impact and media reach. …”
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Balancing fire risk and human thermal comfort in fire-prone urban landscapes. by Tania A MacLeod, Amy K Hahs, Trent D Penman

“…Understory vegetation in the form of shrubs and grass layers are also increasingly recognized for the positive role they play in human aesthetics and supporting biodiversity. …”
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La libertà incarnata. Il ruolo della persona nella presa di decisione by Jacopo Colelli

“…This paper highlights these limitations by proposing a philosophical analysis of the complex relationship between rationality, the exercise of free will, and the construction of personal identity. …”
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Microstructural and Mechanical Characterization of Corroded Aluminum Wires from ACSR Strand by Laurent Gaillet, Alan Rondineau, Sébastien Langlois, Marc Demers, Lamine Dieng

“…This significant reduction in the internal layer of ungreased wires confirms the importance of the galvanic corrosion mechanism of aluminum wires. …”
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A competitive protein interaction network buffers Oct4‐mediated differentiation to promote pluripotency in embryonic stem cells by Silvia Muñoz Descalzo, Pau Rué, Fernando Faunes, Penelope Hayward, Lars Martin Jakt, Tina Balayo, Jordi Garcia‐Ojalvo, Alfonso Martinez Arias

“…We uncover a key role for post‐translational regulation in the maintenance of pluripotency, which complements the well‐established transcriptional regulatory layer. Specifically, we find that the activity of a network of protein complexes involving Nanog, Oct4, Tcf3, and β‐catenin suffices to account for the behavior of ES cells under different conditions. …”
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Analysis and prediction of thermo-physical properties in water-based MWCNT-ZnO hybrid nanofluids using ANN and ANFIS models by Surendra D. Barewar, Pritam S. Kalos, Balaji Bakthavatchalam, Mahesh Joshi, Sarika Patil, Mahesh Sonekar

“…Notably, the adaptive neuro-fuzzy modeling method facilitated the resolution of the neural network layer's hidden structure without the need for extensive trial and error.…”
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The triterpenoid curcumene mediates the relative hydrophilicity of Bacillus subtilis spores by Stefany Castaldi, Giuliana Donadio, Ivana Staiano, Ezio Ricca, Rachele Isticato

“…Such remarkable resistance is also due to the complex layers that surround the spore cytoplasm and protect it against damaging factors. …”
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Optimization of Sustainable Seismic Retrofit by Developing an Artificial Neural Network by Hafiz Asfandyar Ahmed, Waqas Arshad Tanoli

“…The study found that networks with one or two hidden layers provided more reliable and efficient results compared to more complex architectures, achieving a total regression value of 0.911. …”
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