Awesome Affective Computing

Contents

• Papers
  • General | Facial | Voice | Behavioral
• Software
• Courses
• Books
• Open-Source Projects

Papers

General

• Affective Computing
• Theories, Methods and Current Research on Emotions
• Analysis of emotion recognition using facial expressions, speech and multimodal information
• An Emotion Recognition System for Mobile Applications

Facial

• A comprehensive study on Facial Expressions Recognition Techniques
• Recognizing Facial Expressions Using Deep Learning
• Deep learning for facial expression recognition: A step closer to a smartphone that knows your moods
• Deep learning for real-time robust facial expression recognition on a smartphone
• Automatic Facial Feature Extraction and Expression Recognition based on Neural Network
• Automatic facial expression recognition based on a deep convolutional-neural-network structure
• AU-aware Deep Networks For Facial Expression Recognition
• An Emotion Recognition Model Based on Facial Recognition in Virtual Learning Environment
• A Brief Review of Facial Emotion Recognition Based on Visual Information
• Facial Expression Recognition via a Boosted Deep Belief Network
• Image based Static Facial Expression Recognition with Multiple Deep Network Learning
• Facial Expression Emotion Detection for Real-Time Embedded Systems
• Facial emotion recognition in continuous video
• An Efficient Method to Face and Emotion Detection
• A Novel Feature Extraction Technique for Facial Expression Recognition
• Emotion Recognition from Arbitrary View Facial Images

Voice

• EmoVoice — A framework for online recognition of emotions from voice
• EmoVoice: a System to Generate Emotions in Speech
• Speech Emotion Recognition
• Speech Emotion Recognition Using Support Vector Machine
• Speech emotion recognition using hidden Markov models
• Emotion Recognition From Speech With Recurrent Neural Networks
• Speech Emotion Recognition Using Deep Neural Network and Extreme Learning Machine
• Deep learning for robust feature generation in audiovisual emotion recognition

Behavioral

• Three-Dimensional, Kinematic, Human Behavioral Pattern-Based Features for Multimodal Emotion Recognition

Software

• Affectiva - Affectiva develop software to recognize human emotions based on facial cues.
• Emotient - Emotient Facial Expression Analysis Engine
• EmoVu - EmoVu is a deep learning-based emotion recognition that reads facial micro-expressions in real-time
• Nviso - NVISO detect and predict human behaviours using Visual Intelligence.
• Kairos - Serve Businesses with Face Recognition
• Cognitive-Emotion-Python, Python SDK for the Microsoft Emotion API, part of Cognitive Services

Courses

• MIT - Affective Computing
• Knowledge-Based AI: Cognitive Systems
• Computer Vision Nanodegree
• Coursera - Affective computing

Books

• Affective Computing
• Heart of the Machine: Our Future in a World of Artificial Emotional Intelligence
• The Oxford Handbook of Affective Computing
• Affective Computing and Sentiment Analysis

Open-Source Projects

• emotion-recognition-neural-networks, Emotion recognition using DNN with tensorflow
• Emotion, Recognizes human faces and their corresponding emotions from a video or webcam feed. Powered by OpenCV and Deep Learning.
• EmotionRecognition, Real time emotion recogniser using web camera based on FACS.
• face_classification, Real-time face detection and emotion/gender classification using fer2013/imdb datasets with a keras CNN model and openCV.
• Emotion-Recognition-RNN, Recurrent Neural Networks for Emotion Recognition in Video
• EmotionNet, Convolutional Neural Network for Emotion Recognition
• emotion-conv-net, Real-time emotion recognition using convolutional neural nets.
• DeepSentiment, Speech Emotion Recognition using FFT and SVM
• Voice-Emotion-Detector, Voice Emotion Detector that detects emotion from audio speech using one dimensional CNNs (convolutional neural networks) using keras and tensorflow on Jupyter Notebook.
• Speech-Emotion-Analyzer, The neural network model is capable of detecting eight different male/female emotions from audio speeches. (Deep Learning, Python)
• Emotion_Recognition
• Emotion_Voice_Recognition_Chainer