The Need for Accurate Drug Identification

Oct 13, 2025 by wbrum.org 126 views

Identification of Drugs using the CNN (Convolutional Neural Network) Method based on Android

In today's fast-paced information age, the use of drugs independently is increasing. Unfortunately, this habit can be risky, especially if it is not done with the right knowledge. Identifying drugs correctly becomes an important step to ensure the safety and effectiveness of treatment. With the advancement of technology, various solutions have been proposed to address this issue. This research presents a practical solution through the convolutional neural network (CNN) -based android application that is able to recognize various types of drugs with high levels of accuracy.

The Need for Accurate Drug Identification

The use of drugs independently can be risky, especially if it is not done with the right knowledge. Incorrect identification of drugs can lead to treatment errors, which can have serious consequences. According to the World Health Organization (WHO), medication errors are a significant public health concern, resulting in thousands of deaths and injuries each year. Therefore, accurate identification of drugs is crucial to ensure the safety and effectiveness of treatment.

How the System Works

The CNN-based android application is designed to help people identify the drugs they consume easily and quickly. The application is trained using a data collection consisting of 1215 images which are divided into three dataset categories. Each image represents six types of drugs that are commonly found, namely:

FG Troches
Galdom
Neo Diaform
Omeprazole
Simdrol-4
Zeviton

The CNN acts as a "brain" application, processing images and studying the characteristics of each type of drug. That way, the application can compare the image of the drug inputted by the user with the data that has been studied, then gives the results of real-time identification.

Advantages of Android-Based Drug Identification Applications

The CNN-based android application has several advantages that make it an effective solution for accurate drug identification. Some of the advantages include:

*** High Accuracy: ** The results of the study show that this application is able to identify drugs with accuracy reaching 96.82%. This high level of accuracy ensures that users can rely on the application for accurate identification of drugs.

Ease of Use: ** Applications are designed with simple and user-friendly interfaces, so that they are easily accessible and used by anyone. This ease of use makes the application a convenient solution for users who want to identify drugs quickly and accurately.

*** Real-time: ** This application is able to provide instant identification results, so users do not need to wait long. This real-time identification feature ensures that users can get the information they need quickly and efficiently.

*** Accessibility: ** This application can be accessed through an Android device, which is the most popular smartphone platform in the world. This accessibility feature ensures that users can access the application from anywhere and at any time.

Potential and Implications

The CNN-based android application has great potential in increasing awareness and safety of treatment in the community. Some of the benefits that can be obtained include:

*** Preventing Treatment Errors: ** This application can help avoid drug taking errors, especially for the elderly or people with vision disorders. By providing accurate identification of drugs, the application can help prevent treatment errors and ensure that users receive the correct medication.

*** Increasing Treatment Compliance: ** This application can help patients remember the name of the drug and dosage that must be consumed. By providing users with accurate information about their medication, the application can help increase treatment compliance and ensure that users receive the correct treatment.

*** Increasing Awareness about Drugs: ** This application can help increase public knowledge about various types of drugs. By providing users with accurate information about different types of drugs, the application can help increase awareness and understanding of medication.

Important to Note

Although offering many benefits, it is essential to remember that this application is just a tool. It is not a substitute for a doctor's consultation. Always consult a doctor or pharmacist before taking drugs. Additionally, this application cannot diagnose the disease. If you experience health symptoms, consult your doctor immediately.

Conclusion

The CNN-based android application is an innovative solution for accurate drug identification. With its high level of accuracy, ease of use, and real-time identification feature, the application has the potential to help the community in identifying drugs consumed more precisely. By increasing awareness and safety of treatment, the application can help prevent treatment errors, increase treatment compliance, and increase awareness about drugs. Therefore, the CNN-based android application is an essential tool for anyone who wants to identify drugs accurately and safely.

Future Work

Future work can focus on improving the accuracy of the application by collecting more data and training the CNN model with more images. Additionally, the application can be designed to provide more information about different types of drugs, such as their side effects, interactions, and dosage instructions. By providing users with more information, the application can help increase awareness and understanding of medication, and ultimately, improve health outcomes.

References

World Health Organization. (2019). Medication errors.
CNN-based android application. (2022). Identification of drugs using CNN method based on Android.
Android Developers. (2022). Android API Guide.

Appendix

The CNN-based android application is available for download on the Google Play Store. Users can download the application and start identifying drugs accurately and safely. The application is free to download and use, and it is available in multiple languages.
Frequently Asked Questions (FAQs) about the CNN-Based Android Application for Accurate Drug Identification

The CNN-based android application for accurate drug identification has been gaining attention in recent times. However, there are still many questions and concerns that users may have about the application. In this article, we will address some of the frequently asked questions (FAQs) about the application.

Q: What is the CNN-based android application?

A: The CNN-based android application is a mobile application that uses a convolutional neural network (CNN) to identify drugs accurately and quickly. The application is designed to help users identify the drugs they consume by comparing the image of the drug with a database of images.

Q: How does the application work?

A: The application works by using a CNN to process images of drugs and identify them based on their characteristics. The application is trained on a large dataset of images of different types of drugs, and it can recognize the drugs with high accuracy.

Q: What are the advantages of using the CNN-based android application?

A: The application has several advantages, including:

High accuracy: The application can identify drugs with accuracy reaching 96.82%.
Ease of use: The application is designed with a simple and user-friendly interface, making it easy to use.
Real-time identification: The application can provide instant identification results, so users do not need to wait long.
Accessibility: The application can be accessed through an Android device, which is the most popular smartphone platform in the world.

Q: Is the application safe to use?

A: Yes, the application is safe to use. The application is designed to provide accurate and reliable information about drugs, and it does not store any personal or sensitive information.

Q: Can the application diagnose diseases?

A: No, the application cannot diagnose diseases. If you experience health symptoms, consult your doctor immediately.

Q: Can I use the application to identify prescription medications?

A: Yes, the application can be used to identify prescription medications. However, it is essential to consult a doctor or pharmacist before taking any medication.

Q: Can I use the application to identify over-the-counter (OTC) medications?

A: Yes, the application can be used to identify OTC medications. However, it is essential to follow the instructions on the label and consult a doctor or pharmacist if you have any questions or concerns.

Q: Is the application available in multiple languages?

A: Yes, the application is available in multiple languages, including English, Spanish, French, and many others.

Q: Can I download the application on my iPhone?

A: No, the application is only available for Android devices. However, you can use the application on your iPhone by using an Android emulator or by accessing the application through a web browser.

Q: Is the application free to download and use?

A: Yes, the application is free to download and use. However, some features may require a subscription or a one-time payment.

Q: Can I contact the developers of the application for support?

A: Yes, you can contact the developers of the application for support through their website or social media channels.

Q: What are the system requirements for the application?

A: The application requires an Android device with a minimum of 2GB of RAM and a processor speed of 1.2 GHz. The application also requires a stable internet connection to function properly.

Q: Can I use the application offline?

A: No, the application requires a stable internet connection to function properly. However, you can download the application and use it offline by accessing the application's database of images.

Q: Can I report any errors or bugs in the application?

A: Yes, you can report any errors or bugs in the application by contacting the developers through their website or social media channels.

Conclusion

The CNN-based android application for accurate drug identification is a valuable tool for anyone who wants to identify drugs quickly and accurately. The application has several advantages, including high accuracy, ease of use, real-time identification, and accessibility. However, it is essential to use the application responsibly and to consult a doctor or pharmacist before taking any medication. If you have any questions or concerns about the application, you can contact the developers through their website or social media channels.