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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

169,181 papers · 148 categories

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3 results for “AffWild”

A Multi-component CNN-RNN Approach for Dimensional Emotion Recognition in-the-wildcs.CV

Paper tackles OMG-Emotion Challenge with CNN-RNN for dimensional emotion recognition.

problem Dimensional emotion recognition in-the-wild from visual analysis.

method Developed a multi-component CNN-RNN deep neural architecture for AffWild Emotion Database.

result Best architectures for valence and arousal estimation over validation data.

emotion recognition CNN-RNN dimensional emotion OMG-Emotion AffWild

2018-05-03abs ↗pdf ↗

Deep Affect Prediction in-the-wild: Aff-Wild Database and Challenge, Deep Architectures, and Beyondcs.CV

Deep learning model predicts human emotions in real-world settings.

problem Automatic emotional state assessment in natural settings.

method End-to-end deep neural architecture (AffWildNet) combining convolutional and recurrent layers.

result AffWildNet achieved state-of-the-art results on Aff-Wild Challenge.

deep learning emotion recognition in-the-wild valence arousal

2018-04-29abs ↗pdf ↗

AffWild Net and Aff-Wild Databasecs.LG

Project creates new dataset for 'in the wild' emotions recognition.

problem Recognition of emotions in real-life unpredictable situations.

method Design and implement a new dataset and deep learning model.

result Demonstrates effectiveness of the new deep learning model for real-life emotions recognition.

emotions recognition deep learning in the wild valence arousal

2019-10-11abs ↗pdf ↗