Using Convolutional Neural Networks in speech emotion recognition on the RAVDESS Audio Dataset.
☆144Apr 12, 2021Updated 4 years ago
Alternatives and similar repositories for Speech_Emotion_Recognition
Users that are interested in Speech_Emotion_Recognition are comparing it to the libraries listed below
Sorting:
- Lightweight and Interpretable ML Model for Speech Emotion Recognition and Ambiguity Resolution (trained on IEMOCAP dataset)☆444Dec 21, 2023Updated 2 years ago
- Understanding emotions from audio files using neural networks and multiple datasets.☆430Jul 1, 2023Updated 2 years ago
- speech emotion recognition using a convolutional recurrent networks based on IEMOCAP☆407Jul 8, 2019Updated 6 years ago
- Classifying Audio to Emotion☆28Dec 14, 2019Updated 6 years ago
- Building and training Speech Emotion Recognizer that predicts human emotions using Python, Sci-kit learn and Keras☆671Nov 3, 2023Updated 2 years ago
- Exploration of different audio features and CNN-based architectures for building an effective Speech Emotion Recognition (SER) system. Th…☆10May 16, 2023Updated 2 years ago
- Detecting emotions using MFCC features of human speech using Deep Learning☆133Dec 2, 2020Updated 5 years ago
- A multimodal approach on emotion recognition using audio and text.☆188Jun 15, 2020Updated 5 years ago
- Speech Emotion Recognition from raw speech signals using 1D CNN-LSTM☆109Jun 3, 2021Updated 4 years ago
- TensorFlow implementation of "Multimodal Speech Emotion Recognition using Audio and Text," IEEE SLT-18☆297Jun 17, 2024Updated last year
- The code for our INTERSPEECH 2020 paper - Jointly Fine-Tuning "BERT-like'" Self Supervised Models to Improve Multimodal Speech Emotion R…☆120Feb 26, 2021Updated 5 years ago
- This repository contains PyTorch implementation of 4 different models for classification of emotions of the speech.☆212Nov 10, 2022Updated 3 years ago
- 这个项目将 RAVDESS 数据集切割成 1s 短语音,利用 openSMILE+CNN 进行训练,目标是将短语音分类到四种情感中,分别是:开心(happy)、悲伤(sad)、生气(angry)和中性(neutral)。最后准确率达到 76% 左右。☆63Jun 16, 2021Updated 4 years ago
- Identify the emotion of multiple speakers in an Audio Segment☆179Feb 12, 2023Updated 3 years ago
- Speech Emotion Recognition (SER) in real-time, using Deep Neural Networks (DNN) of Long Short Memory Term (LSTM).☆116Mar 6, 2022Updated 4 years ago
- Detection of emotion in Speech Using Convolution Neural Network☆20Mar 14, 2020Updated 5 years ago
- The neural network model is capable of detecting five different male/female emotions from audio speeches. (Deep Learning, NLP, Python)☆1,401Feb 7, 2023Updated 3 years ago
- Extract features from recorded EEG signal to detect driver fatigue with an ML/DL Hybrid Classifier☆15Jun 15, 2020Updated 5 years ago
- Detect emotion from audio signals of IEMOCAP dataset using multi-modal approach. Utilized acoustic features, mel-spectrogram and text as …☆41Mar 7, 2024Updated 2 years ago
- This iPython Notebook is created as a part of the Digital Signal Processing (DSP) class offered at EPFL to explain the process of MP3 enc…☆11Mar 7, 2015Updated 11 years ago
- Bidirectional LSTM network for speech emotion recognition.☆267Mar 31, 2019Updated 6 years ago
- ☆90Nov 21, 2022Updated 3 years ago
- Speaker independent emotion recognition☆330Jun 26, 2024Updated last year
- This is an extension of kaldi speech recognition software which allows to perform decoding of speech with hybrid word and phoneme graphs.…☆11Feb 4, 2020Updated 6 years ago
- Automatic Measurement of Vowel Duration for Consonant Vowel Consonant (CVC) sound files (JASA 2016)☆14Feb 25, 2017Updated 9 years ago
- Multi-task Learning for Multi-modal Emotion Recognition and Sentiment Analysis☆13Mar 17, 2021Updated 4 years ago
- ☆23Feb 27, 2021Updated 5 years ago
- Predicting various emotion in human speech signal by detecting different speech components affected by human emotion.☆47Aug 2, 2024Updated last year
- A collection of datasets for the purpose of emotion recognition/detection in speech.☆402Sep 30, 2024Updated last year
- In this project, the performance of speech emotion recognition is compared between two methods (SVM vs Bi-LSTM RNN).Conventional classifi…☆28Jan 2, 2024Updated 2 years ago
- Code and corpus for processing analyses of musical form as reported in Gotham and Ireland, ISMIR 2019.☆14Apr 27, 2020Updated 5 years ago
- Speech emotion recognition implemented in Keras (LSTM, CNN, SVM, MLP) | 语音情感识别☆1,278Mar 25, 2023Updated 2 years ago
- Speech Emotion Classification with novel Parallel CNN-Transformer model built with PyTorch, plus thorough explanations of CNNs, Transform…☆264Nov 6, 2020Updated 5 years ago
- ☆49Dec 7, 2023Updated 2 years ago
- Implementation of the paper "Improved End-to-End Speech Emotion Recognition Using Self Attention Mechanism and Multitask Learning" From I…☆57Dec 20, 2020Updated 5 years ago
- Speech_Emotion_detection-SVM,RF,DT,MLP☆20Dec 2, 2022Updated 3 years ago
- 用于存放自然语言处理相关的代码。Store code related to NLP (Natural Language Processing).☆13Sep 19, 2019Updated 6 years ago
- This repository contains code to replicate results from the ICASSP 2020 paper "StarGAN for Emotional Speech Conversion: Validated by Data…☆137Oct 24, 2021Updated 4 years ago
- The neural network model is capable of detecting five different male/female emotions from audio speeches. (Deep Learning, NLP, Python)☆38Nov 21, 2022Updated 3 years ago