Exploring multiple optimization algorithms in transfer learning with EfficientNet models for agricultural insect classification by Hoang-Tu Vo, Nhon Nguyen Thien, Kheo Chau Mui, Huan Lam Le, Phuc Pham Tien

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Enhancing medical image segmentation through stacked u-net architectures with interconnected convolution layers by Abeer Aljohani

“…Notably, a comparison of the conventional U-Net, Res-U-Net, and Inception-U-Net with cutting-edge U-Net architectures is made. …”
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AgriFusionNet: A Lightweight Deep Learning Model for Multisource Plant Disease Diagnosis by Saleh Albahli

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A dynamic assembly and fusion approach for digital twin logic models based on petri nets by Pei Liu, Yong Miao, Lei Jiao, Tingyu Liu, Zhonghua Ni

“…To improve the reconfigurability of Digital Twin manufacturing systems, this paper presents a dynamic assembly and fusion approach for Digital Twin logic models based on Petri nets. By modeling twin data from reconfigurable production lines, this approach facilitates seamless information interaction and state synchronization between physical entities and their digital counterparts, as well as between physical components and virtual entities. …”
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Intra-Net Cognitive Radio Intelligent Utility Maximization using Adaptive PSO-Gradient Algorithm by Imran Ullah Khan

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Alpha-DehazeNet: single image dehazing via RGBA haze modeling and adaptive learning by Jin He, Ruibin Li

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MLKD-Net: Lightweight Single Image Dehazing via Multi-Head Large Kernel Attention by Jiwon Moon, Jongyoul Park

“…To address this limitation, we propose MLKD-Net, a lightweight CNN-based model that incorporates a novel Multi-Head Large Kernel Block (MLKD), which is based on the Multi-Head Large Kernel Attention (MLKA) mechanism. …”
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Improved Indoor 3D Point Cloud Semantic Segmentation Method Based on PointNet++ by Xingfei Tan, Yonghua Xia, Bin Wang, Ruidong Zou

“…To overcome these limitations, this paper presents an enhanced PointNet++-based model for indoor 3D point cloud segmentation. …”
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MMAR-Net: A Multi-Stride and Multi-Resolution Affine Registration Network for CT Images by Fu Zhou, Fei Luo, Ruoshan Kong, Yi-Ping Phoebe Chen, Feng Liu

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LinU-Mamba: Visual Mamba U-Net with Linear Attention to Predict Wildfire Spread by Henintsoa S. Andrianarivony, Moulay A. Akhloufi

“…We propose LinU-Mamba, a model with a U-Net-based vision Mamba architecture, with light spatial attention in skip connections, and an efficient linear attention mechanism in the encoder and decoder to better capture salient fire information in the dataset. …”
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UGC-Net: Uncertainty-Guided Cost Volume Optimization with Contextual Features for Satellite Stereo Matching by Wonje Jeong, Soon-Yong Park

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Crack Defect Detection Method for Plunge Pool Corridor Based on the Improved U-Net Network by Chunyao Hou, Zhihui Liu, Fan Xia, Xun Zhou, Yuhang Shui, Yonglong Li

“…The improved U-Net model exhibits higher detection accuracy in corridor crack segmentation tasks, effectively extracting feature information from irregular shapes, and provides a superior solution for crack defect detection in a plunge pool corridor, thereby enhancing the safety and efficient maintenance of hydropower stations.…”
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Enhanced ResNet50 for Diabetic Retinopathy Classification: External Attention and Modified Residual Branch by Menglong Feng, Yixuan Cai, Shen Yan

“…In this study, we propose an improved ResNet50 model, which replaces the 3 × 3 convolution in the residual structure by introducing an external attention mechanism, which improves the model’s awareness of global information and allows the model to grasp the characteristics of the input data more thoroughly. …”
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DSFA-SwinNet: A Multi-Scale Attention Fusion Network for Photovoltaic Areas Detection by Shaofu Lin, Yang Yang, Xiliang Liu, Li Tian

“…To tackle these challenges, a detection method known as Dynamic Spatial-Frequency Attention SwinNet (DSFA-SwinNet) for multi-scale PV areas is proposed. …”
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Improving ocean reanalyses of observationally sparse regions with transfer learning by Simon Lentz, Sebastian Brune, Christopher Kadow, Johanna Baehr

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DAF-UNet: Deformable U-Net with Atrous-Convolution Feature Pyramid for Retinal Vessel Segmentation by Yongchao Duan, Rui Yang, Ming Zhao, Mingrui Qi, Sheng-Lung Peng

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HindwingLib: A library of leaf beetle hindwings generated by Stable Diffusion and ControlNet by Yi Yang, WenJie Li, RuiZe Liu, ChengZhe Wu, Jing Ren, YiShi Shi, SiQin Ge

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MCRFS-Net: single image dehazing based on multi-scale contrastive regularization and frequency selection by Qin Qin, Lin Shui, Yanyan Zhang, Shaojing Song, Jinhua Jiang

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PlantHealthNet: Transformer-Enhanced Hybrid Models for Disease Diagnosis and Severity Estimation in Agriculture by Abid Iqbal

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Early In-Hospital Mortality Prediction Based on xTimesNet and Time Series Interpretable Methods by Xueyan Wang, Zhengxing Yuan, Zhiqiu Yao, Youwei Yuan, Lanjun Luo

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