Respiratory Disease Detection ML Frameworks

Deep learning models for diagnosing respiratory conditions (COVID-19, COPD, pneumonia, asthma, bronchiectasis) from audio biomarkers like cough sounds, breathing sounds, and lung sounds using spectrograms, MFCCs, and CNN-LSTM architectures. Does NOT include general speech recognition, audio classification for non-medical purposes, or text-based symptom prediction.

There are 24 respiratory disease detection frameworks tracked. The highest-rated is cognizant-ai-labs/covid-xprize at 49/100 with 37 stars.

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# Framework Score Tier
1 cognizant-ai-labs/covid-xprize

Open-source repository containing examples and documentation for the...

49
Emerging
2 WadhwaniAI/cough-against-covid

Code for the Cough Against COVID-19 (CAC) Project by Wadhwani AI

33
Emerging
3 LukasHaas/cs329s-covid-prediction

This repository is a work-in-progress ML production pipeline for detecting...

33
Emerging
4 LadyJo02/PulmoScope

AI-assisted lung sound analysis tool using TCN and TCN-SNN deep learning models.

29
Experimental
5 rsarka34/VGAResNet

VGAResNet: A Unified Visibility Graph Adjacency Matrix-Based Residual...

27
Experimental
6 victor369basu/Respiratory-diseases-recognition-through-respiratory-sound-with-the-help-of-deep-neural-network

Prediction of respiratory diseases such as COPD(Chronic obstructive...

26
Experimental
7 KieDani/Submission_2nd_Covid19_Competition

This is our submission for the 2nd Covid19 Competition (severity prediction...

25
Experimental
8 bhavita/CovidPrediction

Proof of concept for COVID-19 prediction using Patient's Xray for analysis.

23
Experimental
9 sritanmotati/lung-sound-classification

Diagnosing respiratory diseases using sounds of respiratory cycles.

23
Experimental
10 fatimasood/XAI-Hybrid-Quantum-Liver-Disease-Detection

Explainable Hybrid Quantum–Classical Neural Network for Liver Disease...

22
Experimental
11 rsarka34/RDLINet

RDLINet: A Novel Lightweight Inception Network for Respiratory Disease...

21
Experimental
12 dee-ex/aicovidvn115m

Giải pháp của nhóm "đi thi", đạt được Hạng 3 vòng Về đích với AUC 0.92 trong...

20
Experimental
13 Shivam-316/Respiratory-Disease-Detection

Detecting Respiratory Diseases via Audio samples using Deep Learning and Librosa

20
Experimental
14 anushkamohan18/COVID-19-Detection-from-Cough-Audio-Using-Deep-Learning-and-Transformer-Based-Transfer-Learning

An imbalance-aware deep learning pipeline for detecting COVID-19 from cough...

20
Experimental
15 skanderhamdi/attention_cnn_lstm_covid_mel_spectrogram

Attention-based Hybrid CNN-LSTM and Spectral Data Augmentation for COVID-19...

19
Experimental
16 rsarka34/Automated-Severity-Detection-Of-Chronic-Obstructive-Pulmonary-Disease-Using-Lung-Sounds

COPD severity grading using lung sounds and machine learning

17
Experimental
17 manthan89-py/COVID-19-Detection-From-Speech-Using-Deep-Learning

This repository contains project COVID-19 Detection from Speech. There are 4...

14
Experimental
18 AFLucas-UOM/Classification-of-Lung-Respiratory-Sounds

ARI2201 - IAPT · Comparative analysis of machine learning and deep learning...

13
Experimental
19 wailywang/CoughYOLO-Detection

Detection and identification of cough onset points based on MusicYOLO.

13
Experimental
20 darshkaushik/cough-it

Cough It is an android app that leverages deep learning and acoustics to...

13
Experimental
21 AdiNarendra98/CoughVid-Covid19-Detection-from-Cough-Samples

🫁 🔉Repo for Pfizer Digital Medicine Challenge: Covid-19 Detection from Cough...

12
Experimental
22 adityahbapat/Respiratory-Disorder-Classification-Based-on-Lung-Auscultation-Sounds

Respiratory Disorder Classification Based on Lung Auscultation sounds

12
Experimental
23 ritunjaym/respiratory-sound-classification-ai

AI-powered respiratory disease detection using deep learning on audio...

12
Experimental
24 lasya-s-610/Lung-Sound-Classification

MATLAB-based implementation of a lightweight deep learning model (RDLINet)...

11
Experimental