The gap between you and your peers matters: The net peer momentum effect in China by Huaigang Long, Rui Zhu, Congcong Wang, Zhongwei Yao, Adam Zaremba

“… We propose a new return predictive signal: the net peer momentum (NPM), defined as the excess return on analyst-connected firms (CF) over the focal firm. …”
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Advancements in Efficient Underwater Image Restoration Using ETransMapNet for Enhanced Dehazing by C. P. Indumathi, Haya Mesfer Alshahrani, N. A. Natraj, C. H. Sarada Devi

“…ETransMapNet extracts features using three convolution kernels of different sizes (3 × 3, 5 × 5, and 7 × 7). …”
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Image Fusion and Target Detection Based on Dual ResNet for Power Sensing Equipment by Jie Yang, Wei Yan, Shuai Yuan, Yu Yu, Zheng Mao, Rui Chen

“…To address the issue of insufficient deep information extraction during image fusion using a single deep learning network, a dual ResNet network is designed to extract deep level feature information from infrared and visible light images, improving the similarity of the fused images. …”
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PCLC-Net: Parallel Connected Lateral Chain Networks for Infrared Small Target Detection by Jielei Xu, Xinheng Han, Jiacheng Wang, Xiaoxue Feng, Zhenxu Li, Feng Pan

“…Given the widespread influence of U-Net and FPN network architectures on infrared small target detection tasks on existing models, these structures frequently incorporate a significant number of downsampling operations, thereby rendering the preservation of small target information and contextual interaction both challenging and computation-consuming. …”
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MagNet: Automated Magnetic Mineral Grain Morphometry Using Convolutional Neural Network by Zhaowen Pei, Liao Chang, Pengfei Xue, Richard J. Harrison

“…., the quantitative determination of grain size and shape information) is an essential component of all rock and environmental magnetic studies. …”
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Enhanced ResNet-50 for garbage classification: Feature fusion and depth-separable convolutions. by Lingbo Li, Runpu Wang, Miaojie Zou, Fusen Guo, Yuheng Ren

“…To this end, a new garbage image classification model is proposed, with the ResNet-50 network as the core architecture. Specifically, first, a redundancy-weighted feature fusion module is proposed, enabling the model to fully leverage valuable feature information, thereby improving its performance. …”
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GOMFuNet: A Geometric Orthogonal Multimodal Fusion Network for Enhanced Prediction Reliability by Yi Guo, Rui Zhong

“…This paper introduces the Geometric Orthogonal Multimodal Fusion Network (GOMFuNet), a novel mathematical framework designed to address these challenges. …”
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AMamNet: Attention-Enhanced Mamba Network for Hyperspectral Remote Sensing Image Classification by Chunjiang Liu, Feng Wang, Qinglei Jia, Li Liu, Tianxiang Zhang

“…Technically, a multi-scale convolution stem block is designed to achieve shallow spatial–spectral feature fusion and reduce information redundancy. Extensive experiments conducted on three benchmark datasets, namely the Indian Pines dataset, Pavia University dataset, and WHU-Hi-LongKou dataset, demonstrate that AMamNet achieves robust, state-of-the-art performance, underscoring its effectiveness in mitigating redundancy and confusion within the spatial–spectral characteristics of hyperspectral images.…”
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MHS-Net: A multi-scale heterogeneous synergistic network for single image deraining by Lingfeng Yuan, Minghong Xie

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EMPLOYING GENETIC ALGORITHM INSPIRED HYPERPARAMETER OPTIMIZATION IN MOBILE NET V2 ARCHITECTURE by Baljinder Kaur, Manik Rakhra, Nonita Sharma, Monika Mangla

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FM-Net: Frequency-Aware Masked-Attention Network for Infrared Small Target Detection by Yongxian Liu, Zaiping Lin, Boyang Li, Ting Liu, Wei An

“…Extensive experiments on three benchmark datasets (e.g., SIRST, NUDT-SIRST, IRSTD-1k) demonstrate that FM-Net achieves superior detection performance.…”
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An Efficient Approach Based on RAE-GAMI-NET for Long Range Attack Detection on Blockchain by Vasavi Chithanuru, Mangayarkarasi Ramaiah

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Eff-ReLU-Net: a deep learning framework for multiclass wound classification by Sifat Ullah, Ali Javed, Muteb Aljasem, Abdul Khader Jilani Saudagar

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The use of mosquito nets and the prevalence of Plasmodium falciparum infection in rural South Central Somalia. by Abdisalan M Noor, Grainne Moloney, Mohamed Borle, Greg W Fegan, Tanya Shewchuk, Robert W Snow

“…A total of 10,587 individuals of all ages were seen of which 10,359 provided full information. Overall net use and parasite prevalence were 12.4% and 15.7% respectively. …”
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EmoNet: Deep Attentional Recurrent CNN for X (Formerly Twitter) Emotion Classification by Md. Shakil Hossain, Md. Mithun Hossain, Md. Shakhawat Hossain, M. F. Mridha, Mejdl Safran, Sultan Alfarhood

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ChromosomeNet: Deep Learning-Based Automated Chromosome Detection in Metaphase Cell Images by Chih-En Kuo, Jun-Zhou Li, Jenn-Jhy Tseng, Feng-Chu Lo, Ming-Jer Chen, Chien-Hsing Lu

“…The system, called ChromosomesNet, which combines the advantages of one-stage and two-stage models. …”
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Boosting Malware Detection with AlexNet and Optimized Neural Networks Using the Grasshopper Algorithm by Mohammed Aswad

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Application of Generative Adversarial Nets (GANs) in Active Sound Production System of Electric Automobiles by Kai Liang, Haijun Zhao

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An Efficient Siphon-Based Deadlock Prevention Policy for a Class of Generalized Petri Nets by YiFan Hou, Mi Zhao, Ding Liu, Liang Hong

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IRR-Net: A Joint Learning Framework for Image Reconstruction and Recognition of Photoacoustic Tomography by Zheng Sun, Bing Ai, Meichen Sun, Yingsa Hou

“…In this paper, we report on an end-to-end joint learning framework for simultaneous image reconstruction and object recognition, named IRR-Net. It establishes direct mapping of raw photoacoustic signals to high-quality images with recognized targets. …”
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