KSC-Net: a biologically inspired spatio-temporal correlation network for video-based human action recognition by Hui Ma, Xuelian Ma

“…To address these limitations, we propose a biologically inspired two-branch convolutional network, termed Key-information Spatio-temporal Correlation Network (KSC-Net). …”
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First experience of using a new database on net zooplankton in the Far-Eastern Seas and adjacent Pacific waters by Igor V. Volvenko

“…Unique database on zooplankton collected by 0.1 m2 Juday planktonic net (mesh size 0.168 mm) in the Chukchi, Bering, Okhotsk, and Japan Seas and the North Pacific in 1984-2013 is presented. …”
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Enhanced Fault Diagnosis in Milling Machines Using CWT Image Augmentation and Ant Colony Optimized AlexNet by Niamat Ullah, Muhammad Umar, Jae-Young Kim, Jong-Myon Kim

“…The modified AlexNet architecture is particularly well-suited to identifying complex patterns associated with different fault types. …”
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MobileNetV3: an efficient deep learning-based feature selection and classification technique for cardiovascular disease by B. Dhanalaxmi, B. Naveen Kumar, Yeligeti Raju, Rama Seshagiri Rao Channapragada

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A Forecast-Refinement Neural Network Based on DyConvGRU and U-Net for Radar Echo Extrapolation by Jinliang Yao, Feifan Xu, Zheng Qian, Zhipeng Cai

“…Therefore, we propose a forecast-refinement neural network based on DyConvGRU and U-Net to improve the predicting ability for high reflectivity during radar echo extrapolation. …”
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NetStart 2.0: prediction of eukaryotic translation initiation sites using a protein language model by Line Sandvad Nielsen, Anders Gorm Pedersen, Ole Winther, Henrik Nielsen

“…The NetStart 2.0 webserver is available at: https://services.healthtech.dtu.dk/services/NetStart-2.0/ .…”
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A recognition model for winter peach fruits based on improved ResNet and multi-scale feature fusion by Yan Li, Chunping Li, Tingting Zhu, Shurong Zhang, Li Liu, Zhanpeng Guan

“…The WinterPeachNet model achieves a comprehensive improvement in network performance by integrating depthwise separable inverted bottleneck ResNet (DIBResNet), bidirectional feature pyramid network (BiFPN) structure, GhostConv module, and the YOLOv11 detection head (v11detect). …”
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Weld Pool Boundary Detection Based on the U-Net Algorithm and Weld Seam Tracking in Plasma Arc Welding by Jidong Lu, Satoshi Yamane, Weixi Wang, Ning Li, Siqi Wang, Yuxiong Xia

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Tissue Puncture Event Detection in Needle Procedures using Vibroacoustic Signals - ResNet optimised Phantom Results by Serwatka Witold, Rzepka Dominik, Oran Hamza, Steeg Katharina, Krombach Gabriele, Stefanski Juliusz, Heryan Katarzyna, Friebe Michael

“…These signals can be received via a dedicated audio sensor and subsequently analysed with the potential to provide information about location, tissue characterisation, and event classification. …”
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A Graphite Ore Grade Recognition Method Based on Improved Inception-ResNet-v2 Model by Xueyu Huang, Renjie Pan, Jionghui Wang

“…To address the variability and low timeliness of traditional manual methods and the limited accuracy of deep learning due to image complexity and feature similarity, we propose an improved Inception-ResNet-v2 model for graphite ore grade recognition. …”
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Transformer fault diagnosis method based on Gramian Angular Field and optimized parallel ShuffleNetV2 by Qiang Guo, Haiyan Yao, Yuefei Xu, Bin Lu, Zhengshu Ma, Yuanjun Huang, Mingyu Shi

“…Abstract To address the issue of low diagnostic accuracy caused by reliance on manual experience and single-angle feature extraction in transformer fault diagnosis, a transformer fault diagnosis method based on Gramian Angular Field and optimized parallel ShuffleNetV2 was proposed. First, the fault signals were mapped into two types of feature images, GASF and GADF, constructing an image sample set that fully reflected fault information. …”
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QuantumNet: An enhanced diabetic retinopathy detection model using classical deep learning-quantum transfer learning by Manish Bali, Ved Prakash Mishra, Anuradha Yenkikar, Diptee Chikmurge

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MRFB-Net: A Novel Attention Pooling Network With Modified Receptive Field Block for Uterine Fibroid Segmentation by Yun Jiang, Xiaokang Ding, Hongmei Zhou

“…To overcome these limitations, we introduce a deep learning-based architecture that leverages attention pooling decoder module to enhance the segmentation of uterine fibroids in preoperative ultrasound images, named MRFB-Net. In our framework, we utilize an encoder-decoder structure inspired by U-Net to capture image features. …”
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Application of U-net models in estimating forest canopy closure based on multi-source remote sensing imagery by Lei Chen, TingTing Yang, ZhiQiang Wu, XinLong Li, YanZhen Lin, Yi Lian

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RaHFF-Net: Recall-Adjustable Hierarchical Feature Fusion Network for Remote Sensing Image Change Detection by Bin Wang, Kang Zhao, Tong Xiao, Pinle Qin, Jianchao Zeng

“…To address aforementioned problem, we propose a high recall multiscale feature fusion model for RS change interpretation. Initially, the RaHFF-Net extracts hierarchical multiscale feature from bitemporal RS images; Then, it employs CNN and Transformer to effectively merge local and global information across same-scale, cross-scale, and multiscale features. …”
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Factors Contributing to Utilisation of Insecticide Treated Mosquito Bed Nets Among the Households of Kayonza Subcounty, Kanungu District. by Baguma, Bosco

“…The purpose of this study was to identify factors contributing to utilization and usage of insecticide treated mosquito bed nets among the community members in Kayonza Sub County, Kanungu district. …”
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3D-MRI brain glioma intelligent segmentation based on improved 3D U-net network. by Tingting Wang, Tong Wu, Defu Yang, Ying Xu, Dongyang Lv, Tong Jiang, Hengjiao Wang, Qi Chen, Shengnan Xu, Ying Yan, Baoguang Lin

“…<h4>Results</h4>Experimental findings reveal that the enhanced 3D U-Net network model stabilizes training loss at 0.1 after 150 training iterations. …”
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Modified AlexNet Convolution Neural Network For Covid-19 Detection Using Chest X-ray Images by Shadman Q. Salih, Hawre Kh. Abdulla, Zanear Sh. Ahmed, Nigar M. Shafiq Surameery, Rasper Dh. Rashid

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AERU-Net: Adaptive Edge Recovery and Attention U-Shaped Network for Remote Sensing Image Super-Resolution by Amir Hajian, Supavadee Aramvith

“…The code will be released on GitHub and can be accessed at <uri>https://github.com/CUEE-MDAP/aeru-net</uri>.…”
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HFDF-EffNetV2: A Lightweight, Noise-Robust Model for Fault Diagnosis in Rolling Bearings by Donglei Zhang, Jiafang Pan, Tianping Huang, Junlin Niu, Faguo Huang

“…To address these challenges, this study proposes a lightweight model that combines the hierarchical fine-grained decision fusion (HFDF) strategy with an improved EfficientNetV2 architecture (HFDF-EffNetV2). The model optimizes depth and width multiplicity factors to enhance parameter utilization efficiency. …”
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