Automated Lung Sound Classification in Python Projects
Inhouse product
-
₹1,800.00₹4,500.00 -
₹1,800.00
₹4,500.00 -
₹800.00
₹4,000.00 -
₹1,800.00
₹4,500.00 -
₹800.00
₹4,000.00 -
₹1,800.00
₹4,500.00
Automated Lung Sound Classification in Python Projects
Abstract
Respiratory diseases such as pneumonia, asthma, and chronic obstructive pulmonary disease (COPD) can be diagnosed through analysis of lung sounds, including wheezes, crackles, and normal breathing patterns. This project presents an Automated Lung Sound Classification System using Python, which leverages signal processing and machine learning techniques to classify lung sounds recorded via stethoscopes or digital sensors. Audio signals are preprocessed using filtering, segmentation, and feature extraction techniques like Mel-Frequency Cepstral Coefficients (MFCCs), spectral features, and wavelet transforms. Machine learning models, including Random Forest, Support Vector Machines (SVM), and Convolutional Neural Networks (CNNs), are trained to distinguish between normal and pathological lung sounds. Python libraries such as Librosa, NumPy, Pandas, Scikit-learn, and TensorFlow/Keras are used for preprocessing, modeling, and evaluation. The system provides a fast, accurate, and non-invasive diagnostic aid, supporting healthcare professionals in early detection and monitoring of respiratory disorders.
Existing System
In the existing system, lung sound analysis is primarily performed manually by clinicians using stethoscopes, which is highly dependent on the experience and skill of the healthcare professional. Traditional computer-aided methods rely on simple statistical analysis or handcrafted features for classification, which may not capture the complex patterns in lung sounds. Many existing automated systems are limited to binary classification (normal vs abnormal) and cannot accurately distinguish among multiple types of respiratory disorders. Additionally, most systems lack scalability, real-time processing, and integration with user-friendly interfaces, making them less practical for large-scale clinical deployment.
Proposed System
The proposed system introduces a Python-based automated lung sound classification framework that combines advanced signal processing and machine learning techniques. Recorded lung sounds are preprocessed to remove noise and segment breathing cycles. Features such as MFCCs, spectral roll-off, zero-crossing rate, and wavelet coefficients are extracted to represent the audio signals effectively. These features are fed into machine learning models like CNNs or hybrid models (CNN + LSTM) to classify lung sounds into multiple categories: normal, wheeze, crackle, or other abnormal patterns. The system is implemented using Python libraries including Librosa for audio processing, TensorFlow/Keras for deep learning, and Scikit-learn for classical machine learning models. A simple user interface can be developed using Streamlit or Tkinter, allowing healthcare providers to upload audio files, view real-time classification results, and visualize relevant features. This approach enhances diagnostic accuracy, reduces dependence on expert clinicians, and provides a scalable, non-invasive tool for monitoring respiratory health.
Reviews & Ratings
Frequently Bought Products
Crowd Funding Email Authentication in Python Projects
Child Depression ML Classification in Python Projects
Twitter Expert Non-Expert User Classifier Streamlit in Python Projects
Rain Fall Prediction Text Data Analysis in Python Projects
Train Time Delay Prediction Streamlit in Python Projects
Log Message Train Classification in Python Projects
Air Quality Prediction CNN MLP Flask in Python Projects
Twitter Spam Detection in Python Projects
ECG Heart Beat using Image Classification in Python Projects
Bone X-Ray Jupiter in Python Projects
-
₹1,800.00
₹4,500.00 -
₹1,800.00
₹4,500.00 -
₹800.00
₹4,000.00 -
₹1,800.00
₹4,500.00 -
₹800.00
₹4,000.00 -
₹1,800.00
₹4,500.00
OKOK PROJECTS
Final Year Projects, College Projects, Student Projects, Last Year Projects all type of Student Projects support You..
FINAL YEAR PROJECTS | BULK PROJECTS IEEE PROJECTS, CHENNAI, BANGALORE, HYDERBAD, MUMBAI, KOCHI, COIMBATORE
IEEE Projects,Ieee Projects For Cse,Ieee Projects For Ece,Ieee Projects For Eee,Ieee Xplore Projects,Ieee Projects For Cse 2025,Ieee Projects For Eee 2025,Ieee Projects For Ece 2025,Ieee Projects For Cse 2025,Ieee Papers For Cse,Ieee Papers For Ece,Ieee Project Papers,Ieee Projects 2025,Ieee Projects 2025,Ieee Mini Projects For Ece,Ieee Mini Projects,Ieee Mini Projects For Cse, Ieee Projects For Biomedical Engineering,Latest Ieee Papers For Ece 2025,Ieee Machine Learning Projects,Ieee Machine Learning Projects For Final Year,Ieee Projects For Cse With Source Code, Ieee Projects On Artificial Intelligence,Ieee Deep Learning Projects.
IEEE PROJECTS - PYTHON, DJANGO, JUPYTER, PHP, ANDROID, NS2, MATLAB, HADOOP, MATLAB SIMULINK, MININET
Final Year Projects,Final Year Projects For Computer Science,Final Year Projects For Cse,Final Year Projects For Computer Science With Source Code, Iot Based Projects For Final Year,Major Project For Cse Final Year,Major Projects For Cse,Ece Projects For Final Year,Bca Final Year Project, Python Projects For Final Year Students,Easy Final Year Projects For Mechanical Engineering, Web Development Projects For Final Year, Major Projects For Ece, Python Projects With Source Code For Final Year, Electronics Projects For Final Year,
Machine Learning Projects For Final Year, Cyber Security Projects For Final Year, Final Year Android Projects With Source Code, Android Projects For Final Year, Btech Final Year Projects For Cse, Cyber Security Projects For Final Year Students, Final Year Projects With Source Code And Documentation, Mba Final Year Project, Major Projects For Ece Final Year, Projects For Bca Students, Bca Projects For Final Year, Bba Final Year Project, Final Year Engineering Projects, Vlsi Projects For Final Year Ece 2025-2026, Major Project For Bca Final Year, Github Final Year Projects, Major Projects For Cse With Source Code, Projects For Ece Final Year Students, Final Year Project For It Students, Mba Final Year Project In Finance, Web Development Projects For Final Year Cse, Vlsi Projects For Final Year, Vlsi Projects For Final Year Ece, Final Year Project For Computer Engineering, Major Projects For Cse Final Year In Web Development, Python Final Year Projects, Best Final Year Projects For Cse, Mca Final Year Project,
Bca Final Year Project With Source Code, Major Project For Mca Final Year, Final Year Projects For Cse, Final Year Projects For Computer Science In Python, Flutter Projects For Final Year Students, Web Application Projects For Final Year Students, Blockchain Projects For Final Year Students, Html Projects For Final Year Students, Cse Final Year Projects With Source Code, Project For Computer Science Final Year, Asp Net Projects For Final Year Students, Final Year Projects For Computer Science With Source Code, Major Projects For Ece Final Year On Embedded Systems, Python Projects For Final Year Students With Source Code
Final Year Projects For Computer Science With Source Code, Major Projects For Ece Final Year On Embedded Systems, Python Projects For Final Year Students With Source Code, Final Year Project For Electronics And Communication, Data Science Final Year Projects, Projects For Cse Final Year Students, Major Project For Final Year Cse, Blockchain Final Year Project, Python Projects For Final Year, Last Year Project For Computer Science, Ml Projects For Final Year, Bsc It Projects For Final Year, Final Year Projects, Final Year Projects For Computer Science In Java, Mca Final Year Project With Source Code, Final Year Project With Source Code, B Tech Final Year Project, It Projects For Final Year, Ieee Machine Learning Projects For Final Year, Best Major Projects For Cse, Project For Computer Science Engineering Final Year, Iot Based Projects For Final Year Ece, Free Python Projects For Final Year Students, React Js Projects For Final Year Students, Final Year Major Projects For Cse, Final Projects, Final Year Projects For Computer Science, Btech Final Year Projects For Ece, Best Final Year Projects, Ieee Final Year Projects, Mtech Project, Cloud Computing Final Year Project, Ieee Final Year Projects For Cse, B Pharm Final Year Project,
Chemical Engineering Projects For Final Year, Best Projects For Final Year Cse, Projects For Computer Science Students Final Year, Project For Final Year Students, Major Projects On Embedded Systems For Ece, Project For B Com Final Year, Mtech Projects For Cse, Major Projects For Final Year, Final Year Projects For Information Technology, Engineering Projects For Final Year Students, Bsc Final Year Project Computer Science, Best Ece Projects, Vlsi Projects For Final Year Ece 2025, Biomedical Engineering Final Year Projects, Mechatronics Final Year Project, Data Science Project For Final Year, Ieee Ece Projects, Major Project For Computer Science, Final Year Project For Electronics Engineering, Embedded System Projects For Final Year Ece, Diploma Ece Projects, Main Projects For Ece, Major Projects For Electronics And Communication Engineering, Mca Major Project, Net Projects For Final Year Students, B Tech Projects For Ece, Ece Embedded Projects, Project On Embedded Systems For Final Year, Major Projects For Electronics Engineering, Ece Projects On Iot.
LOCATION CITY SUPPORT
Delhi | Mumbai | Bangalore | Hyderabad | Chennai | Pune | Ahmedabad | Kolkata | Jaipur | Chandigarh | Coimbatore | Lucknow | Surat | Indore | Patna | Nagpur | Ernakulam | Bhopal | Vadodara | Ludhiana | Kanpur | Nashik | Varanasi | Visakhapatnam | Rajkot | Raipur-Chhattisgarh | Vijayawada | Madurai | Ranchi | Goa | Thiruvananthapuram | Bhubaneshwar | Allahabad | Aurangabad-Maharashtra | Dehradun | Mysore | Trichy | Guwahati | Agra | Kozhikode | Jodhpur | Thrissur | Kolhapur | Salem | Meerut | Mangalore | Gorakhpur | Jabalpur | Jalandhar | Gwalior
OKOK Projects is a company that provides final-year student projects and IEEE projects in various technologies. The company is based in several locations in India, including Chennai, Bengaluru, Coimbatore, and Palakkad
Services: IFox Projects offers a wide range of academic projects for students in various disciplines, such as: Computer Science: Projects based on Python, Django, PHP, Java, and other technologies. Electronics and Communication: Projects related to embedded systems, IoT, and VLSI. Others: Projects using Simulink, NS2, MATLAB, Hadoop, and more.
Follow Us
Mobile Apps
