In the context of the development of the power industry towards digitalization and intelligence, it is of great importance to monitor the status and diagnose faults of equipment in the power Internet of Things (PIoT)....
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Oral cancer (OC) is a prevalent malignancy in India, ranking sixth nationally and thirteenth globally. The ICMR National Cancer Repository Program forecasts 15.7 lakh cancer cases by 2025, up from 14.6 lakh in 2014. I...
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Oral cancer (OC) is a prevalent malignancy in India, ranking sixth nationally and thirteenth globally. The ICMR National Cancer Repository Program forecasts 15.7 lakh cancer cases by 2025, up from 14.6 lakh in 2014. India's diverse cancer occurrence patterns pose significant challenges to prevention and treatment. Regular health checks and increased risk factor awareness are crucial for improving OC survival rates. In this study, we explore the field of oral epithelial dysplasia pathology by using deep learning (DL)-based models to segment 900 carefully curated images of the histopathology of oral epithelial dysplasia at a 100x magnification from the biopsy slides. We use a two-pronged training strategy that includes the Vanilla U-Net model and a fine-tuned U-Net variation. Our results show significant differences in performance, with the optimized U-Net model performing better. To be more precise, the modified U-Net model produces the following results: Intersection over Union (IoU): 95.24%;Precision: 98.77%;Recall: 98.19%;and F1_Score: 97.55%. Additional evaluations utilizing additional native histopathology pictures of OC validate the resilience of our training models, resulting in the effective segmentation of epithelial layers. This study adds to our understanding of the pathophysiology of OC and highlights the potential of DL methods for accurate diagnosis and treatment.
High-quality sense-annotated datasets are vital for evaluating and comparing WSD systems. We present a novel approach to creating parallel sense-annotated datasets, which can be applied to any language that English ca...
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Real-time video analytics (VA) presents challenges due to its computational intensity and latency sensitivity, especially when processed on mobile devices with limited local resources. We propose to offload VA tasks t...
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In the past decade, The Skin Cancer is observed to be a most common disease. Eventually it is not considered as a fatal disease if properly treated. The early diagnosis is more important for the proper cure. As per th...
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This research explores the performance and optimization of U-Net architectures for segmenting nerve images. U-Nets are prevalent in medical image analysis due to their effectiveness in capturing detailed features and ...
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Group interactions are a natural part of our daily life, and as robots become more integrated into society, they must be able to socially interact with multiple people at the same time. However, group human-robot inte...
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Intrusion Detection Systems (IDS) comprise of devices utilized for network monitoring to detect unusual activities that deviate from normal functionality and lead to policy violation. However, ensuring both privacy an...
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Adopting Artificial intelligence (AI) in the Information Technology (IT) sector has led to meaningful transformation, especially how the workplace functions. The present study identifies employee experience as signifi...
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While current emotional text-to-speech (TTS) systems can generate highly intelligible emotional speech, achieving fine control over emotion rendering of the output speech still remains a significant challenge. In this...
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