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Topic: "stress-detection"

gentaiscool/lstm-attention

Attention-based bidirectional LSTM for Classification Task (ICASSP)

Language: Python - Size: 16.1 MB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 114 - Forks: 43

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.

Language: Jupyter Notebook - Size: 224 MB - Last synced at: almost 2 years ago - Pushed at: over 3 years ago - Stars: 40 - Forks: 13

nandahkrishna/StressAffectDetection

Code for Stress and Affect Detection on Resource-Constrained Devices

Language: Jupyter Notebook - Size: 389 KB - Last synced at: about 2 months ago - Pushed at: over 4 years ago - Stars: 12 - Forks: 8

ramos-ai/MoStress

Implementation of MoStress: a Sequence Model for Stress Classification

Language: Jupyter Notebook - Size: 14.3 MB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 10 - Forks: 2

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

Language: Python - Size: 6.53 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 9 - Forks: 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.

Language: C++ - Size: 1.91 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 8 - Forks: 0

vbresan/PerceivedStressScale

An Android app. Find out how stressed you are.

Language: Java - Size: 853 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 3 - Forks: 1

ravindrayadav26/Human_Stress_Detection

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

Language: Python - Size: 20.5 MB - Last synced at: 11 months ago - Pushed at: almost 2 years ago - Stars: 3 - Forks: 0

comp-well-org/More2Less

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

Language: Python - Size: 1.03 MB - Last synced at: over 1 year ago - Pushed at: almost 3 years ago - Stars: 3 - Forks: 0

fsentin/dreaddit

Stress Detection in Social Media

Language: Jupyter Notebook - Size: 30.4 MB - Last synced at: almost 2 years ago - Pushed at: about 2 years ago - Stars: 2 - Forks: 1

eyabesbes/Stress_Detection

Stress detection using emotion detection.

Language: Jupyter Notebook - Size: 57.3 MB - Last synced at: 29 days ago - Pushed at: 29 days ago - Stars: 1 - Forks: 0

Vikhram-S/Stress-Manager-Chatbot-Using-ML

This project is designed to help users assess their stress levels and provide personalized suggestions for managing stress. The chatbot collects user data such as age, gender, sleep quality, physical activity, and health metrics, and uses a RandomForestRegressor model to predict the user's stress level.

Language: Python - Size: 158 KB - Last synced at: 15 days ago - Pushed at: 4 months ago - Stars: 1 - Forks: 0

robertovicario/BSc-Computer-Science-Thesis

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

Language: Jupyter Notebook - Size: 9.19 MB - Last synced at: 1 day ago - Pushed at: 12 months ago - Stars: 1 - Forks: 0

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

Detect stress use EEG signal and Deep learning

Language: Jupyter Notebook - Size: 44.9 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

tobiasschreieder/smartwatch-dtw-attack

Privacy at Risk: Exploiting Similarities in Health Data for Identity Inference

Language: Python - Size: 1.75 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 1 - Forks: 0

B-Acharekar/vitalflow

VitalFlow is a full-stack health tracking app that combines Flutter, Kotlin, Flask, and MongoDB to monitor steps, heart rate, sleep, hydration, and stress — with smart insights powered by NLP and AI.

Language: Dart - Size: 209 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

marcoserenelli/Encoding-Methods-Comparison-for-Stress-Detection

A comparative analysis of time-series encoding methods (GAF, MTF, RP) using CNN architectures (VGG-16, ResNet) for stress detection from wearable sensor data

Language: Python - Size: 18.6 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

varunkumar2004/SafeSpace-ELC-2024

SafeSpace is a native Android application developed entirely in Kotlin to help users with stress detection and management.

Size: 2.93 KB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0

jaykejriwal/Stress-detection

Stress detection using non-semantic speech representation

Language: Jupyter Notebook - Size: 177 KB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0

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

Eggplant biotic stress detection app using CNN

Language: Java - Size: 574 KB - Last synced at: 3 months ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

rashmi-ar/stress_detection_experiment

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

Language: JavaScript - Size: 16.3 MB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

Monica-Duarte11/Stress-health-analysis

Measuring stress and analyzing physical activity from smart watches

Language: Jupyter Notebook - Size: 12.2 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

Related Topics
machine-learning 5 deep-learning 4 stress 4 python 3 nlp 3 mental-health 3 emotion-detection 2 emotion-recognition 2 streamlit 2 android 2 health-data 2 stress-detector 2 tensorflow 2 time-series 2 plant-disease-classification 1 plant-disease 1 plant-disease-detection 1 plant-disease-prediction 1 bachelor-thesis 1 affect 1 eggplant 1 vital-signs 1 disease-detection-cnn 1 cnn-keras 1 cnn-classification 1 management-system 1 trill 1 plp 1 mfcc 1 dnn 1 eeg-classification 1 cnn-lstm-models 1 azimuthal-equidistant-projection 1 flower-framework 1 flower 1 esp32 1 mongodb 1 mobile-health 1 kotlin 1 health-tracking 1 health-insight 1 health-connect 1 health-app 1 fullstack-development 1 flutter-apps 1 flutter 1 flask 1 android-development 1 lstm 1 keras 1 classification 1 attention-mechanism 1 attention 1 state-of-the-art 1 sensor-data 1 resource-constrained-ml 1 research 1 real-time 1 raspberry-pi-3 1 efficient 1 affective-computing 1 affect-recognition 1 voice-stress-analysis 1 voice 1 stressed-outputs 1 stress-testing 1 stimuli 1 speech-signals 1 emotion 1 depression-detection 1 deception 1 cortisol 1 convolutional-neural-network 1 streamlit-webapp 1 randomforestregressor 1 pandas 1 data-analysis 1 unlabeled-data 1 roberta 1 reddit 1 empath 1 text-analysis 1 spam-detection 1 sentiment-analysis 1 sarcasm-detection 1 hate-offensive-content-detection 1 human-stress-detection 1 data-science 1 wearable-sensors 1 wearable 1 multimodal-deep-learning 1 python3 1 neural-network 1 smartwatch 1 re-identification 1 data-privacy 1 wellbeing 1 well-being 1 java 1 android-application 1