In order to improve the recognition accuracy of tobacco diseases, improve the recognition efficiency and convenience, and reduce the recognition cost, this project carried out the research on the recognition technology of tobacco diseases based on deep learning. First, the data set was established. The data set is consisted of several kinds of common tobacco diseases images which were labeled according to the experts’ diagnosis results. Second, the YOLOv7 network model was studied and pruned considering the recognition rate and accurate. Third, the pruned model was trained using the established training dataset. Then, the trained model is ported to Android system. Finally, an experimental testing was carried out, and the results show that the model can run efficiently in Android system with the detection accuracy above 90%.
Mutation analysis is an important part of Android apps development. This process helps to identify bugs and potential errors in the code. It is often performed after the software is tested, to ensure that the code is secure and free from errors.
At Codeshoppy, we understand the importance of mutation analysis for Android app development. As a leading app development company, we take every step to ensure that our apps are secure and bug-free. Our team of experienced developers and testers use advanced mutation analysis techniques to ensure the highest quality of our apps.
Mutation analysis is a process that involves inserting “mutants” into the application code. Mutants are code fragments that are intended to cause errors or bugs in the application. The mutants are then monitored to see if the application behavior changes. If the behavior does change, the code is considered to have a bug.
By inserting mutants into the code and monitoring the effects, the developer can find out which lines of code are causing problems. This helps to identify and correct the errors quickly, leading to a more robust and reliable app.
At Codeshoppy, we take mutation analysis seriously. Our developers use advanced tools and techniques to detect and fix errors as early as possible. This helps to ensure that our customers get the best experience when using our apps.
Mutation analysis is an important part of Android app development. By using advanced tools and techniques, Codeshoppy ensures that our apps are secure and bug-free. We are committed to providing our customers with the best quality apps on the market.
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