stress-detection

There are 2 repositories under stress-detection topic.

• gentaiscool / lstm-attention

  Attention-based bidirectional LSTM for Classification Task (ICASSP)

  attentionattention-mechanismclassificationemotion-recognitionkeraslstmstress-detectiontensorflow
  Language:Python 106

• sidmulajkar / sentiment-predictor-for-stress-detection

  Voice stress analysis (VSA) aims to differentiate between stressed and non-stressed outputs in response to stimuli (e.g., questions posed), with high stress seen as an indication of deception. In this work, we propose a deep learning-based psychological stress detection model using speech signals. With increasing demands for communication between humans and intelligent systems, automatic stress detection is becoming an interesting research topic. Stress can be reliably detected by measuring the level of specific hormones (e.g., cortisol), but this is not a convenient method for the detection of stress in human- machine interactions. The proposed algorithm first extracts Mel- filter bank coefficients using pre-processed speech data and then predicts the status of stress output using a binary decision criterion (i.e., stressed or unstressed) using CNN (Convolutional Neural Network) and dense fully connected layer networks.

  stress-detectionvoice-stress-analysisdeceptionstressed-outputsvoicecortisolvsaconvolutional-neural-networkspeech-signalsstimuliemotion-recognitionemotionemotion-detectionvoice-synthesisstress-testingstress-detectordepression-detectiondeep-learning
  Language:Jupyter Notebook 83

• BhaswatiRoy / Complete-Text-Analysis-Streamlit-Web-App

  This is a Text Analysis App which can be used to find a detailed analysis of a particular text. This includes 5 main types of Analysis - Spam/Ham Detection, Sentiment Analysis, Stress Detection, Hate & Offensive Content Detection, Sarcasm Detection

  nlptext-analysisspam-detectionsentiment-analysisstress-detectionhate-offensive-content-detectionsarcasm-detection
  Language:Python 24

• ramos-ai / MoStress

  Implementation of MoStress: a Sequence Model for Stress Classification

  deep-learningneural-networkpython3stress-detectiontensorflow
  Language:Jupyter Notebook 13

• nandahkrishna / StressAffectDetection

  Code for Stress and Affect Detection on Resource-Constrained Devices

  machine-learningstressstress-detectionaffectaffect-recognitionaffective-computingefficientresource-constrained-mlstate-of-the-artresearchraspberry-pi-3sensor-datareal-timetime-seriesdeep-learning
  Language:Jupyter Notebook 10

• rodrigoguedes09 / Federated_Learning_Stress_Detector

  This project introduces a system that utilizes the Flower framework, along with the ESP32 microcontroller and the TinyDB database, for stress classification. The system collects and processes real-time biomarker data, enabling local model training on edge devices.

  esp32flowerflower-frameworkstreamlitstressstress-detection
  Language:C++ 7

• comp-well-org / More2Less

  More to Less (M2L): Enhanced Health Recognition in the Wild with Reduced Modality of Wearable Sensors

  machine-learningmental-healthmultimodal-deep-learningstress-detectionwearablewearable-sensors
  Language:Python 3

• ravindrayadav26 / Human_Stress_Detection

  Human Stress Detection project utilizes machine learning techniques to detect stress in an individual

  data-sciencemachine-learningpythonstress-detectionstress-detectorhuman-stress-detection
  Language:Python 3

• fsentin / dreaddit

  Stress Detection in Social Media

  empathmental-healthrobertastress-detectionunlabeled-datanlpreddit
  Language:Jupyter Notebook 2

• robertovicario / BSc-Computer-Science-Thesis

  Research thesis in Machine Learning for the achievement of Bachelor of Science Degree in Computer Science.

  artificial-intelligencebachelor-thesisjupytermachine-learningpythonstress-detectionuniversity-of-insubriacomputer-science
  Language:Jupyter Notebook 2

• tobiasschreieder / smartwatch-dtw-attack

  Privacy at Risk: Exploiting Similarities in Health Data for Identity Inference (dtw-attacks-v1)

  data-privacyhealth-datare-identificationsmartwatchstress-detection
  Language:Jupyter Notebook 2

• Monica-Duarte11 / Stress-health-analysis

  Measuring stress and analyzing physical activity from smart watches

  data-analysishealth-datapandasstress-detection
  Language:Jupyter Notebook 1

• phamhoai366 / EEG-signal-analysis-for-stress-studies

  Detect stress use EEG signal and Deep learning

  azimuthal-equidistant-projectioncnn-lstm-modelsdeep-learningeeg-classificationstress-detection
  Language:Jupyter Notebook 1

• rashmi-ar / stress_detection_experiment

  An interface involving various mental arithmetic tasks using the React framework, Next.Js

  mental-arithmeticnextjsreactstress-detection
  Language:JavaScript 1

• rashmi-ar / MasterThesis

  User Stress Levels Detection by Physiological Sensing and Deep Learning

  deep-neural-networksempatica-e4nextjspythonstress-detection
  0

• syedissambukhari / Eggplant-biotic-stress-detection-app-using-CNN

  Eggplant biotic stress detection app using CNN

  cnn-classificationcnn-kerasdisease-detection-cnneggplantplant-diseaseplant-disease-classificationplant-disease-detectionplant-disease-predictionstress-detection
  Language:Java 0

• prathamk1483 / Stress_classification

  The codes related to the work done on research project Stress Classification on the wesad dataset

  knn-classificationmachine-learningmodel-training-and-evaluationrandom-foreststress-detectionsvmsvm-classifier
  Language:Jupyter Notebook