Facial Expression Recognition On Raf Db

评估指标

Overall Accuracy

评测结果

各个模型在此基准测试上的表现结果

		Paper Title	Repository
ResEmoteNet	94.76	ResEmoteNet: Bridging Accuracy and Loss Reduction in Facial Emotion Recognition
FMAE	93.09	Representation Learning and Identity Adversarial Training for Facial Behavior Understanding
QCS	93.02	QCS: Feature Refining from Quadruplet Cross Similarity for Facial Expression Recognition
Norface	92.97	Norface: Improving Facial Expression Analysis by Identity Normalization
S2D	92.57	From Static to Dynamic: Adapting Landmark-Aware Image Models for Facial Expression Recognition in Videos
BTN	92.54	Batch Transformer: Look for Attention in Batch	-
GReFEL	92.47	GReFEL: Geometry-Aware Reliable Facial Expression Learning under Bias and Imbalanced Data Distribution	-
DDAMFN++	92.34	A Dual-Direction Attention Mixed Feature Network for Facial Expression Recognition	-
DCJT	92.24	Joint Training on Multiple Datasets With Inconsistent Labeling Criteria for Facial Expression Recognition	-
POSTER++	92.21	POSTER++: A simpler and stronger facial expression recognition network
APViT	91.98	Vision Transformer with Attentive Pooling for Robust Facial Expression Recognition
DDAMFN	91.35	A Dual-Direction Attention Mixed Feature Network for Facial Expression Recognition	-
ViT-base + MAE	91.07	Emotion Separation and Recognition from a Facial Expression by Generating the Poker Face with Vision Transformers	-
LFNSB	91.07	A Lightweight Model Enhancing Facial Expression Recognition with Spatial Bias and Cosine-Harmony Loss	-
EAC(ResNet-50)	90.35	Learn From All: Erasing Attention Consistency for Noisy Label Facial Expression Recognition
Ada-DF	90.04	A Dual-Branch Adaptive Distribution Fusion Framework for Real-World Facial Expression Recognition	-
DAN	89.70	Distract Your Attention: Multi-head Cross Attention Network for Facial Expression Recognition
RUL (ResNet-18)	88.98	Relative Uncertainty Learning for Facial Expression Recognition	-
PSR	88.98	Pyramid With Super Resolution for In-the-Wild Facial Expression Recognition	-
FerNeXt	88.56	FerNeXt: Facial Expression Recognition Using ConvNeXt with Channel Attention	-

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