Swarm intelligence algorithms and evolutionary algorithms have been two well-known optimization approaches since the beginning of optimization. These population-based meta-heuristic algorithms are applied to a wide ra...
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This study aims to evaluate the impact of image preprocessing techniques on the performance of Convolutional Neural Networks (CNNs) in the task of skin lesion classification. The study is made on the ISIC 2017 dataset...
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ISBN:
(纸本)9783031530357;9783031530364
This study aims to evaluate the impact of image preprocessing techniques on the performance of Convolutional Neural Networks (CNNs) in the task of skin lesion classification. The study is made on the ISIC 2017 dataset, a widely used resource in skin cancer diagnosis research. Thirteen popular CNN models were trained using transfer learning. An ensemble strategy was also employed to generate a final diagnosis based on the classifications of different models. The results indicate that image preprocessing can significantly enhance the performance of CNN models in skin lesion classification tasks. Our best model obtained a balanced accuracy of 0.7879.
In various fields such as medical imaging, object detection, and video surveillance, multi view natural language query systems utilize image data to provide a more comprehensive perspective, allowing users to intuitiv...
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With the rise of technology such as the Internet of Things and Rrtificial intelligence, flexible pressure sensors have broad application prospects in fields such as artificial touch, health monitoring, biomimetic elec...
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With the rise of technologies such as the cloud computing, big data, Internet of Things (IoT), Virtual Reality (VR), and Artificial intelligence (AI), there is an increasing need for high speed data transmission. Opti...
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The Internet of Things (IoT) has transformed into a dynamic paradigm that connects a wide range of systems and devices in many fields. The current status of IoT is thoroughly examined in this research study, including...
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Understanding the potential impact of policy changes before implementation is vital, and can be achieved through modelling and simulation. To adequately model stakeholders and regulative constraints, we propose the us...
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As the world moves on in the direction of automated production lines and advanced robotics, there is a need to solve the problems of task allocation to robots to maximize efficiency based on parameters that change fro...
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Mobile robots operating in unknown environments and require collision-free real-time path planning. In this paper, a hybrid path planning algorithm is proposed to solve the navigation problem of mobile robots in the p...
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Web scraping, additionally referred to as web crawling, is an automated data extraction process from websites using specialized software. In the modern-day virtual age, it performs a vital role in fields such as Busin...
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