[ACL 2024] Official PyTorch code for extracting features and training downstream models with emotion2vec: Self-Supervised Pre-Training for Speech Emotion Representation
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iemocap
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Lightweight and Interpretable ML Model for Speech Emotion Recognition and Ambiguity Resolution (trained on IEMOCAP dataset)
scikit-learn pandas python3 pytorch lstm librosa speech-emotion-recognition multimodal-emotion-recognition iemocap
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[ICASSP 2023] Official Tensorflow implementation of "Temporal Modeling Matters: A Novel Temporal Emotional Modeling Approach for Speech Emotion Recognition".
bi-directional emotion-recognition casia icassp emodb speech-emotion-recognition iemocap ravdess savee emovo
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Code for Speech Emotion Recognition with Co-Attention based Multi-level Acoustic Information
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Code for the InterSpeech 2023 paper: MMER: Multimodal Multi-task learning for Speech Emotion Recognition
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Modality-Transferable-MER, multimodal emotion recognition model with zero-shot and few-shot abilities.
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多模态情绪识别方法研究（Multimodal Emotion Recognition）
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[ECAI 2023] Official implementation of "FATRER: Full-Attention Topic Regularizer for Accurate and Robust Conversational Emotion Recognition"
pytorch topic-modeling erc emotion-detection emotion-recognition regularizer iemocap emotion-recognition-in-conversation conversational-emotion-recognition
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A Tensorflow implementation of Speech Emotion Recognition using Audio signals and Text Data
deep-learning tensorflow python3 keras-tensorflow speech-emotion-recognition multimodal-emotion-recognition iemocap tensorflow2
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CNN for language-independent emotion prediction on a dataset of English and French speech samples.
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Emotion recognition from Speech & Text using different heterogeneous ensemble learning methods
machine-learning ensemble-learning emotion-recognition ensemble-machine-learning iemocap-database multimodal-emotion-recognition iemocap supervised-classification
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HGFM : A Hierarchical Grained and Feature Model for Acoustic Emotion Recgnition
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Multimodal emotion recognition framework for Human–Robot Interaction, featuring adaptive cross-modal fusion and emotion-level Transformer decoding with built-in interpretability.
deep-neural-networks pytorch transformer transfer-learning pretrained-models multimodal multihead-attention cmu-mosei multimodal-fusion iemocap
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Codes for extracting features of IEMOCAP with Open Smile tool kit
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This project explores facial emotion recognition by combining spatial and temporal learning in a structured two-stage pipeline. The motivation was to move beyond static image-based classification and build a system capable of understanding how emotions evolve over time in real-world scenarios.
machine-learning deep-learning transformers pytorch transfer-learning video-classification emotion-recognition fer2013 iemocap ravdess swin-transformer
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Road towards multi reward RL for emotion classification from IEMOCAP Dataset
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Comparison of multimodal models for Emotion Detection on IEMOCAP
nlp machine-learning performance sentiment-analysis analysis models class sentiment attention chroma weights mfcc albert f1 sentiment-classification mel bilstm multimodal iemocap zcr
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- Jupyter Notebook
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