RAF-DB

Overview edit

Variants: Real-World Affective Faces, RAF-DB

Associated Benchmarks

This dataset is used in 2 benchmarks:

• Facial Expression Recognition (FER) - Metrics: Overall Accuracy, Avg. Accuracy
• Facial Expression Recognition - Metrics: Overall Accuracy

Recent Benchmark Submissions

Research Papers

Recent papers with results on this dataset:

• QCS: Feature Refining from Quadruplet Cross Similarity for Facial Expression Recognition (2024) -
• GReFEL: Geometry-Aware Reliable Facial Expression Learning under Bias and Imbalanced Data Distribution (2024) -
• ExpLLM: Towards Chain of Thought for Facial Expression Recognition (2024) -
• ResEmoteNet: Bridging Accuracy and Loss Reduction in Facial Emotion Recognition (2024) -
• Norface: Improving Facial Expression Analysis by Identity Normalization (2024) -
• Representation Learning and Identity Adversarial Training for Facial Behavior Understanding (2024) -
• Batch Transformer: Look for Attention in Batch (2024) -
• Distribution Matching for Multi-Task Learning of Classification Tasks: a Large-Scale Study on Faces & Beyond (2024) -
• From Static to Dynamic: Adapting Landmark-Aware Image Models for Facial Expression Recognition in Videos (2023) -
• ARBEx: Attentive Feature Extraction with Reliability Balancing for Robust Facial Expression Learning (2023) -
• POSTER++: A simpler and stronger facial expression recognition network (2023) -
• Vision Transformer with Attentive Pooling for Robust Facial Expression Recognition (2022) -
• Emotion Separation and Recognition from a Facial Expression by Generating the Poker Face with Vision Transformers (2022) -
• Learn From All: Erasing Attention Consistency for Noisy Label Facial Expression Recognition (2022) -
• MixAugment & Mixup: Augmentation Methods for Facial Expression Recognition (2022) -
• Distract Your Attention: Multi-head Cross Attention Network for Facial Expression Recognition (2021) -
• Distribution Matching for Heterogeneous Multi-Task Learning: a Large-scale Face Study (2021) -
• Expression, Affect, Action Unit Recognition: Aff-Wild2, Multi-Task Learning and ArcFace (2019) -
• Region Attention Networks for Pose and Occlusion Robust Facial Expression Recognition (2019) -
• Deep Neural Network Augmentation: Generating Faces for Affect Analysis (2018) -