3D Face Modelling on CK+

Metric: Accuracy (7 emotion) (higher is better)

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#	Model↕	Accuracy (7 emotion)▼	Extra Data	Paper	Date↕	Code
1	PAtt-Lite	100	No	PAtt-Lite: Lightweight Patch and Attention Mobil...	2023-06-16	Code
2	ViT + SE	99.8	Yes	Learning Vision Transformer with Squeeze and Exc...	2021-07-07	-
3	FAN	99.7	No	Frame attention networks for facial expression r...	2019-06-29	Code
4	Nonlinear eval on SL + SSL puzzling (B0)	98.23	Yes	Using Self-Supervised Auxiliary Tasks to Improve...	2021-05-13	-
5	DeepEmotion	98	No	Deep-Emotion: Facial Expression Recognition Usin...	2019-02-04	Code

#1PAtt-LiteSOTA
100
Accuracy (7 emotion)· 2023-06-16
PAtt-Lite: Lightweight Patch and Attention MobileNet for Challenging Facial Expression Recognition Code
#2ViT + SESOTA
99.8
Accuracy (7 emotion)· Extra Data· 2021-07-07
Learning Vision Transformer with Squeeze and Excitation for Facial Expression Recognition
#3FANSOTA
99.7
Accuracy (7 emotion)· 2019-06-29
Frame attention networks for facial expression recognition in videos Code
#4Nonlinear eval on SL + SSL puzzling (B0)
98.23
Accuracy (7 emotion)· Extra Data· 2021-05-13
Using Self-Supervised Auxiliary Tasks to Improve Fine-Grained Facial Representation
#5DeepEmotionSOTA
98
Accuracy (7 emotion)· 2019-02-04
Deep-Emotion: Facial Expression Recognition Using Attentional Convolutional Network Code