Speech Emotion Classification with novel Parallel CNN-Transformer model built with PyTorch, plus thorough explanations of CNNs, Transformers, and everything in between
☆268Nov 6, 2020Updated 5 years ago
Alternatives and similar repositories for transformer-cnn-emotion-recognition
Users that are interested in transformer-cnn-emotion-recognition are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- An in-depth analysis of audio classification on the RAVDESS dataset. Feature engineering, hyperparameter optimization, model evaluation, …☆79Nov 5, 2020Updated 5 years ago
- Speech Emotion Recognition (SER) in Tensorflow using CNNs and CRNNs Based on Mel Spectrograms and Mel Frequency Cepstral Coefficients (MF…☆12Apr 28, 2025Updated last year
- Lightweight and Interpretable ML Model for Speech Emotion Recognition and Ambiguity Resolution (trained on IEMOCAP dataset)☆450Dec 21, 2023Updated 2 years ago
- This repository contains PyTorch implementation of 4 different models for classification of emotions of the speech.☆213Nov 10, 2022Updated 3 years ago
- Multi-modal Speech Emotion Recogniton on IEMOCAP dataset☆96Jul 6, 2023Updated 3 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- small experimentation about positional encoding☆20Feb 9, 2020Updated 6 years ago
- 1,440 audio files (.wav), i.e. speech files, from 24 actors that are categorized into 8 separate emotions.☆15Feb 11, 2019Updated 7 years ago
- Official implementation for the paper Exploring Wav2vec 2.0 fine-tuning for improved speech emotion recognition☆153Oct 26, 2021Updated 4 years ago
- Transformer-based model for Speech Emotion Recognition(SER) - implemented by Pytorch☆42Apr 12, 2024Updated 2 years ago
- Code for Speech Emotion Recognition with Co-Attention based Multi-level Acoustic Information☆162Nov 27, 2023Updated 2 years ago
- Speech Emotion Recognition from raw speech signals using 1D CNN-LSTM☆111Jun 3, 2021Updated 5 years ago
- This is the official code for paper "Speech Emotion Recognition with Global-Aware Fusion on Multi-scale Feature Representation" published…☆49Apr 11, 2022Updated 4 years ago
- [ICASSP19] An Interaction-aware Attention Network for Speech Emotion Recognition in Spoken Dialogs☆35May 17, 2020Updated 6 years ago
- [RAVDESS] Speech Emotion Recognition with Convolutional Attention based Bi-GRU. (Best test accuracy of 87%)☆30Sep 29, 2023Updated 2 years ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- FRAME-LEVEL EMOTIONAL STATE ALIGNMENT METHOD FOR SPEECH EMOTION RECOGNITION☆22Dec 22, 2024Updated last year
- [ICASSP 2023] Official Tensorflow implementation of "Temporal Modeling Matters: A Novel Temporal Emotional Modeling Approach for Speech E…☆193May 15, 2024Updated 2 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
- The code for our IEEE ACCESS (2020) paper Multimodal Emotion Recognition with Transformer-Based Self Supervised Feature Fusion.☆123Sep 20, 2021Updated 4 years ago
- Speech emotion recognition implemented in Keras (LSTM, CNN, SVM, MLP) | 语音情感识别☆1,313Mar 25, 2023Updated 3 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
- Deformable Speech Transformer (DST)☆33Aug 8, 2024Updated 2 years ago
- speech emotion recognition using a convolutional recurrent networks based on IEMOCAP☆409Jul 8, 2019Updated 7 years ago
- A PyTorch implementation for training deep learning models for 12-lead ECGs (2D-CNN, 1D-CNN, Transformer)☆13May 9, 2022Updated 4 years ago
- AI Agents on DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- Official implementation of the paper "SPEAKER VGG CCT: Cross-corpus Speech Emotion Recognition with Speaker Embedding and Vision Transfor…☆25Feb 17, 2023Updated 3 years ago
- Speech Emotion Recognition☆27Jun 19, 2020Updated 6 years ago
- Repository of code for Speech emotion recognition using voiced speech and attention model, submitted to ICSigSys 2019☆13Jan 6, 2020Updated 6 years ago
- This repository contains the code for our ICASSP paper `Speech Emotion Recognition using Semantic Information` https://arxiv.org/pdf/2103…☆27Mar 18, 2021Updated 5 years ago
- ☆41Oct 13, 2020Updated 5 years ago
- A CNN audio classifier via spectrogram images.☆10Jul 21, 2017Updated 9 years ago
- We present a study of a neural network based method for speech emotion recognition, using audio-only features. In the studied scheme, the…☆11Jul 24, 2024Updated 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
- ☆110Aug 10, 2022Updated 4 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Building and training Speech Emotion Recognizer that predicts human emotions using Python, Sci-kit learn and Keras☆688Nov 3, 2023Updated 2 years ago
- Understanding emotions from audio files using neural networks and multiple datasets.☆433Jul 1, 2023Updated 3 years ago
- This repository contains code to replicate results from the ICASSP 2020 paper "StarGAN for Emotional Speech Conversion: Validated by Data…☆136Oct 24, 2021Updated 4 years ago
- Predicting various emotion in human speech signal by detecting different speech components affected by human emotion.☆49Aug 2, 2024Updated 2 years ago
- A collection of datasets for the purpose of emotion recognition/detection in speech.☆423Sep 30, 2024Updated last year
- Official implementation of INTERSPEECH 2021 paper 'Emotion Recognition from Speech Using Wav2vec 2.0 Embeddings'☆140Jan 6, 2025Updated last year
- DWFormer: Dynamic Window Transformer for Speech Emotion Recognition(ICASSP 2023 Oral)☆68Jul 8, 2024Updated 2 years ago