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    Aided Greenway Design Approach Based on Internet Big Data and AIGC Fine-Tuning Model by Yifan WU, Lu MENG, Liang LI

    Published 2025-07-01
    “…The rapid development of the Internet industry and artificial intelligence technology is transforming the traditional working modes of landscape design, demonstrating immense potential in the fields of design evaluation research and computer-aided design. Against this backdrop, the research aims to explore the path of AI-aided design for customized landscape architecture scenarios and, by combining network big data and fine-tuning model technology of artificial intelligence generated content (AIGC), bridge the gap between big data analysis research and scenario generation in design practice, and construct a lightweight aided landscape design approach in response to the trend of segmentation, specialization, and customization in landscape design practice.MethodsThe research adopts the Research for Design (RfD) methodology to build an approach framework for integrating research and design practice. …”
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    Histopathological image based breast cancer diagnosis using deep learning and bio inspired optimization by Venkata Nagaraju Thatha, M. Ganesh Karthik, Venu Gopal Gaddam, D. Pramodh Krishna, S. Venkataramana, Kranthi Kumar Lella, Udayaraju Pamula

    Published 2025-05-01
    “…This study introduces an advanced deep learning framework for histopathological image classification, integrating AlexNet and Gated Recurrent Unit (GRU) networks, optimized using the Hippopotamus Optimization Algorithm (HOA). Initially, DenseNet-41 extracts intricate spatial features from histopathological images. …”
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    A Review of Systematic Methodologies for Shipyard Facility Layout Design by Ghulam Tulus Pambudi, Gunawan Gunawan, Dimas Angga Fakhri Muzhoffar, Wanda Rulita Sari

    Published 2025-04-01
    “…Heuristic algorithms, including genetic algorithms and simulated annealing, offer flexible and rapid solutions but may not always achieve global optimization. …”
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    Machine Learning-Driven Multimodal Feature Extraction and Optimization Strategies for High-Speed Railway Station Area by Xiang Li, Fa Zhang, Ziyi Liu, Yao Wei, Runlong Dai, Zhiyue Qiu, Yuxin Gu, Hong Yuan

    Published 2025-05-01
    “…The construction of high-speed railway (HSR) station areas serves as a crucial catalyst for urban spatial evolution. However, the absence of targeted urban management theories has led to widespread spatial resource waste and post-construction abandonment phenomena in these areas. …”
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    Tyre pattern image retrieval – current status and challenges by Liu Ying, Liu Qiqi, Fan Jiulun, Wang Fuping, Fu Jianlong, Yuan Qingan, Chiew Tuan Kiang, Ling Nam

    Published 2021-04-01
    “…The lack of large standard test datasets is a crucial shortcoming which limits the research in this field. Information presented in this paper is a result of the authors’ literature research on recent academic publications and practical field investigation in the public security and transportation sectors. …”
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