![]() ![]() In addition, to localize the smoke region within an image with low time cost, a pipeline combining Simple Linear Iterative Cluster (SLIC) algorithm and DarkCNN has been developed which has much lower computational complexity than methods like R-CNN and its variants. To address the imbalanced data distribution problem, weighted softmax loss was adopted to train the DarkCNN. The dark channel of an image could enhance the difference between the smoke and non-smoke pixels and thus provide more discriminant features. A Min pooling layer is designed and adopted next to the input layer to extract the dark channel feature of the image. To address the above issues, a dark channel boosted convolutional neural network has been developed for smoke detection termed as DarkCNN. In addition, in contrary to the normal state forest images, it is much more difficult to collect early stage forest fire images, so the available training data for forest smoke detection is severely imbalanced. ![]() However, the appearance of smoke might share similarity with the background which makes accurate smoke detection difficult. ![]() Timely detection of forest fire in the early stage could effectively avoid possible disaster which requires efficient smoke recognition instead of fire identification. Forest fire causes severe economic and ecological damage each year.
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Sealing the cracks as soon as they appear may save you the time and the extra resource that you may use to work on the enlarged crevices. ![]() Therefore, you should fix the cracks as they appear to counter any further damage that may occur along the cracks. One of the maintenance practices is to repair cracks on the concrete floor. Moreover, they are cheap to install and require little maintenance. How can I repair my concrete basement floor? You might be wondering we got you covered.īecause of the resilience of the concrete floor, it is one of the versatile flooring options used virtually everywhere within the room space. Also, the cracks do not disqualify the fact that the concrete floor is resistant to wear and tear, pounding, scouring, and scraping. However, the cracks don’t mean there are serious structural inadequacies. As tough as it tends to be, concrete floors may develop tiny to reasonable cracks and chips. When we ask you to provide personal data, you can decline. You have choices when it comes to the technology you use and the data you share. If you are an end user of a Microsoft product or a Microsoft account provided by your organization, please see the Products provided by your organization and the Microsoft account sections for more information. If you represent an organization, such as a business or school, that utilizes Enterprise and Developer Products from Microsoft, please see the Enterprise and developer products section of this privacy statement to learn how we process your data. ![]() We also obtain data about you from third parties. The data we collect depends on the context of your interactions with Microsoft and the choices you make, including your privacy settings and the products and features you use. You provide some of this data directly, and we get some of it by collecting data about your interactions, use, and experiences with our products. 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