A generative adversarial network with multiscale and attention mechanisms for underwater image enhancement by Liquan Zhao, Yuda Li, Tie Zhong

“…Finally, we construct the generative network using these modules along with conventional modules. …”
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GM-CBAM-ResNet: A Lightweight Deep Learning Network for Diagnosis of COVID-19 by Junjiang Zhu, Yihui Zhang, Cheng Ma, Jiaming Wu, Xuchen Wang, Dongdong Kong

“…Additionally, the interpretability analysis shows that CBAM can suppress the interference of grid backgrounds and ensure higher diagnostic accuracy under lower model complexity. …”
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A New Algorithm Model Based on Extended Kalman Filter for Predicting Inter-Well Connectivity by Liwen Guo, Zhihong Kang, Shuaiwei Ding, Xuehao Yuan, Haitong Yang, Meng Zhang, Shuoliang Wang

“…Given that more and more oil reservoirs are reaching the high water cut stage during water flooding, the construction of an advanced algorithmic model for identifying inter-well connectivity is crucial to improve oil recovery and extend the oilfield service life cycle. …”
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From Signal to Safety: A Data-Driven Dual Denoising Model for Reliable Assessment of Blasting Vibration Impacts by Miao Sun, Jing Wu, Junkai Yang, Li Wu, Yani Lu, Hang Zhou

“…The results demonstrate that the model successfully reduces noise interference in the signals, highlighting its practical significance for the prevention and control of blasting seismic wave hazards.…”
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DEDANet: Mountainous Cropland Extraction From Remote Sensing Imagery With Detail Enhancement and Distance Attenuation by Liang Huang, Zixuan Zhang, You Yu, Bo-Hui Tang

“…Particularly in the decoder stage, embedded is a distance-attenuated transformer module, wherein an attenuation matrix assigns differentiated attention weights to pixels across spatial locations—thereby suppressing irrelevant background interference and reinforcing the contextual coherence of adjacent regions. …”
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Generating 1 km Seamless Land Surface Temperature from China FY3C Satellite Data Using Machine Learning by Xinhan Liu, Weiwei Zhu, Qifeng Zhuang, Tao Sun, Ziliang Chen

“…A downscaling and multi-factor collaborative representation model for land surface temperature was constructed, thereby integrating the passive microwave LST and thermal infrared VIRR-LST from the FY-3C satellite. …”
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Distributed cooperative control of consistency of hydraulic support robot group moving frame by Mingze SUN, Yongqiang WANG, Yajun CHANG, Desheng ZHU, Shiyan LI, Kehu YANG

“…Firstly, combined with the mechanical structure of the support, the mathematical model of the single moving mechanism of the hydraulic support is analyzed and established, and an adaptive communication topology construction method based on state information is designed. …”
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Aptamer Paper-Based Fluorescent Sensor for Determination of SARS-CoV-2 Spike Protein by Jincai Yang, Zunquan Zhao, Tianyi Ma, Jialei Bai

“…The assay exhibited good selectivity and anti-interference in the detection of the SARS-CoV-2 S1 protein in artificial saliva. …”
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YOLOv10n-Based Defect Detection in Power Insulators: Attention Enhancement and Feature Fusion Optimization by Zhihao Wei, Yan Wei

“…The Concat module in Neck is replaced by a two-way weighted feature fusion mechanism, which constructs a top-down and bottom-up two-way information flow, reduces the loss of cross-layer information, and significantly enhances the model’s ability to detect multi-scale defects, such as insulator cracks and fouling, and especially improves the resolution of details of small targets in long-distance shooting scenarios. …”
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Joint Transmit-receive Beam Design of FDA-MIMO Dual-function Radar-communication Systems for Radio-frequency Stealth by Haozheng WU, Chenguang SHI, Jianjiang ZHOU

“…Simultaneously, this method can provide high clutter and interference suppression performance as well as a low communication bit error rate.…”
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An algorithm for automatic fitting and formula assignment in atmospheric mass spectra by V. Mickwitz, O. Peräkylä, F. Graeffe, D. Worsnop, D. Worsnop, M. Ehn

“…Erroneous assignments mainly appeared at low-intensity signals, with interference from nearby higher-intensity signals, a case that is challenging also for manual peak fitting. …”
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Optimization of Flight Scheduling in Urban Air Mobility Considering Spatiotemporal Uncertainties by Lingzhong Meng, Minggong Wu, Xiangxi Wen, Zhichong Zhou, Qingguo Tian

“…First, by introducing a probabilistic model of flight time errors, a new conflict detection mechanism based on confidence intervals is constructed, significantly enhancing the ability to foresee non-obvious conflict risks. …”
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Goal-oriented autonomous decision-making for social robots via collaborative interactive inverse reinforcement learning approach by Mingyue Luo, Hui Li, Wanbo Luo, Hewei Li, Jianan Li

“…Furthermore, reduplicate experiments demonstrate that GO-ADM achieves higher success rate with other social navigation and decision-making algorithms. Under severe interference conditions, with maximum noise 0.5 m, the success rate of GO-ADM exceeding 75%, demonstrating strong robustness against unknown interferences.…”
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Upcycling waste glass bottles as a binder within engineered cementitious composites (ECCs): Experimental investigation and environmental impact assessment by Avik Kumar Das, Jiacheng Xiao

“…The inclusion of natural seawater further accelerated early hydration and strength gain, though slight compromises were noted in crack control due to ionic interference, overall their performance are comparable to GP-ECC. …”
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Aging-Invariant Sheep Face Recognition Through Feature Decoupling by Suhui Liu, Chuanzhong Xuan, Zhaohui Tang, Guangpu Wang, Xinyu Gao, Zhipan Wang

“…Finally, a correlation analysis module utilizes adversarial learning to suppress age-biased feature interference, ensuring focus on age-invariant identifiers. …”
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Therapeutic efficacy of 5-alkylresorcinol on progression of colorectal cancer by activating HCLS1 and suppressing TLR4/MYD88/NF-κB signaling by Chun Yang, Jun Yang, Heng Li, Wan Fan, Jian Wang

“…Hub genes were identified through GO and KEGG enrichment analyses. Construct the overexpression plasmid and interference plasmid of HCLS1, and transfect them into HCT116 cells. …”
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Neuropilin-1/GIPC1 signaling regulates alpha5beta1 integrin traffic and function in endothelial cells. by Donatella Valdembri, Patrick T Caswell, Kurt I Anderson, Juliane P Schwarz, Ireen König, Elena Astanina, Francesca Caccavari, Jim C Norman, Martin J Humphries, Federico Bussolino, Guido Serini

“…Taken together, these data suggest that the vascular phenotype caused by the loss of Nrp1 could be due to a VEGF-A164/SEMA3A-independent function of Nrp1 in ECs, such as adhesion to the extracellular matrix. By using RNA interference and rescue with wild-type and mutant constructs, we show here that Nrp1 through its cytoplasmic SEA motif and independently of VEGF-A165 and SEMA3A specifically promotes alpha5beta1-integrin-mediated EC adhesion to fibronectin that is crucial for vascular development. …”
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siRNA-mediated silencing of bFGF gene inhibits the proliferation, migration, and invasion of human pituitary adenoma cells by Kai Zhou, Yan-Dong Fan, Serick Duysenbi, Peng-Fei Wu, Zhao-Hai Feng, Zheng Qian, Ting-Rong Zhang

“…The basic fibroblast growth factor silencing interference plasmid was constructed, and the human pituitary adenoma cells were transfected and assigned as basic fibroblast growth factor–small interfering RNA, negative control–small interfering RNA, and blank groups. …”
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OPPORTUNITIES OF ELECTRO-OPTIC VISUALIZATION PRACTICAL APPLICATIONS ON BOARD THE AIRCRAFT by S. B. Stukalov, D. S. Stukalov, V. I. Kondrikov

“…In the mode of the infrared spectrum information there appears a filtering problem of interference caused by helicopter engine exhaust gases and snow in the sector of observation. …”
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Unmanned aerial vehicle image detection of maize-YOLOv8n seedling leakage by Jiaxin Gao, Feng Tan, Jiapeng Cui, Zhaolong Hou

“…Performance evaluations across various conditions, including different leaf stages, light intensities, and weed interference levels, further indicated the robustness of the model. …”
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