Speech Emotion Recognition Edit Task
Speech • Emotion Recognition
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Benchmarks
| TREND | DATASET | BEST METHOD | PAPER TITLE | PAPER | CODE | COMPARE |
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Datasets
Greatest papers with code
Speech SIMCLR: Combining Contrastive and Reconstruction Objective for Self-supervised Speech Representation Learning
Self-supervised visual pretraining has shown significant progress recently.
REPRESENTATION LEARNING SPEECH EMOTION RECOGNITION SPEECH RECOGNITION
Multimodal Speech Emotion Recognition Using Audio and Text
• david-yoon/multimodal-speech-emotion
• 
Speech emotion recognition is a challenging task, and extensive reliance has been placed on models that use audio features in building well-performing classifiers.
EMOTION CLASSIFICATION MULTIMODAL EMOTION RECOGNITION MULTIMODAL SENTIMENT ANALYSIS SPEECH EMOTION RECOGNITION
Multimodal Speech Emotion Recognition and Ambiguity Resolution
• Demfier/multimodal-speech-emotion-recognition
• 
In this work, we adopt a feature-engineering based approach to tackle the task of speech emotion recognition.
Ranked #2 on
Speech Emotion Recognition
on IEMOCAP
FEATURE ENGINEERING MULTI-CLASS CLASSIFICATION MULTIMODAL EMOTION RECOGNITION SPEECH EMOTION RECOGNITION
The Emotional Voices Database: Towards Controlling the Emotion Dimension in Voice Generation Systems
In this paper, we present a database of emotional speech intended to be open-sourced and used for synthesis and generation purpose.
SPEECH EMOTION RECOGNITION SPEECH SYNTHESIS TEXT-TO-SPEECH SYNTHESIS
Seen and Unseen emotional style transfer for voice conversion with a new emotional speech dataset
Emotional voice conversion aims to transform emotional prosody in speech while preserving the linguistic content and speaker identity.
Jointly Fine-Tuning “BERT-like” Self Supervised Models to Improve Multimodal Speech Emotion Recognition
Interspeech 2020
• shamanez/BERT-like-is-All-You-Need
•
Multimodal emotion recognition from speech is an important area in affective computing.
MULTIMODAL DEEP LEARNING MULTIMODAL EMOTION RECOGNITION MULTIMODAL SENTIMENT ANALYSIS SELF-SUPERVISED LEARNING SPEECH EMOTION RECOGNITION TRANSFER LEARNING
Cross Lingual Speech Emotion Recognition: Urdu vs. Western Languages
Cross-lingual speech emotion recognition is an important task for practical applications.
An Interaction-aware Attention Network for Speech Emotion Recognition in Spoken Dialogs
ICASSP 2019
• 30stomercury/Interaction-aware_Attention_Network
•
In this work, we propose an interaction-aware attention network (IAAN) that incorporate contextual information in the learned vocal representation through a novel attention mechanism.
Attentive Modality Hopping Mechanism for Speech Emotion Recognition
• david-yoon/attentive-modality-hopping-for-SER
•
In this work, we explore the impact of visual modality in addition to speech and text for improving the accuracy of the emotion detection system.
EMOTION CLASSIFICATION MULTIMODAL EMOTION RECOGNITION SPEECH EMOTION RECOGNITION
Visualization and Interpretation of Latent Spaces for Controlling Expressive Speech Synthesis through Audio Analysis
• noetits/ICE-Talk
•
The field of Text-to-Speech has experienced huge improvements last years benefiting from deep learning techniques.
EMOTIONAL SPEECH SYNTHESIS EXPRESSIVE SPEECH SYNTHESIS LATENT VARIABLE MODELS LEARNING NETWORK REPRESENTATIONS SPEECH EMOTION RECOGNITION TEXT-TO-SPEECH SYNTHESIS