• ISSN: 2349-6002
  • UGC Approved Journal No 47859
Author Login IJIRT Partner Network (IPN) Login

Stress and Anxiety Detection through Speech Recognition and Facial Cues using Deep Neural Network

  • Unique Paper ID: 156039
  • Volume: 9
  • Issue: 2
  • PageNo: 578-582
  • Abstract:
  • Stress is a feeling of emotional tension and anxiousness. It can have an influence on each individual’s mental health. On the other hand, anxiety is a common reaction to stress which makes one fearful thus leads to panic attacks. Stress and anxiety can lead to unreasonable complications with an individual’s personal life. These mental issues can cause mental instability which has to be treated in a right manner. This paper analyses how we use vocal/audio dataset and video visuals i.e. facial expressions to detect stress and anxiety in an individual. Here we have developed a model where stress and anxiety is detected using deep neural network. We use these actors audio/vocal datasets from Kaggle where the audio consists of 7 emotions i.e., anger, surprised, sadness, neutral, disgust, fear and joy. Later the audio datasets are used to train and test few of the classification models like Convolution Neural Network (CNN). Then the audio which is collected will be pre-processed through acoustic feature extraction, accordingly the audio is classified through CNN which provides the accuracy based on those 7 emotions. CNN is also applied to analyze visuals where it derives a relationship between pixels by determining features of an image using input data. Input image is passed through convolution layers with filters like kernel to produce the outcome of facial expressions. By this we can predict if the person has stress or anxiety.
email to a friend

Cite This Article

  • ISSN: 2349-6002
  • Volume: 9
  • Issue: 2
  • PageNo: 578-582

Stress and Anxiety Detection through Speech Recognition and Facial Cues using Deep Neural Network

Related Articles

25 Apr, 2022

STRESS AND ANXIETY DETECTION THROUGH SPEECH RECOGNITION USING DEEP NEURAL NETWORK

Read More
Impact Factor
8.01 (Year 2024)
UGC Approved
Journal no 47859

Join Our IPN

IJIRT Partner Network

Submit your research paper and those of your network (friends, colleagues, or peers) through your IPN account, and receive 800 INR for each paper that gets published.

Join Now

Latest Publication

Archive

View More

Recent Conferences

NCSEM 2024

National Conference on Sustainable Engineering and Management - 2024 Last Date: 15th March 2024

Submit inquiry