Facial Expression Recognition (FER) on AffectNet

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

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#	Model↕	Accuracy (7 emotion)▼	Extra Data	Paper	Date↕	Code
1	ResEmoteNet	72.93	Yes	ResEmoteNet: Bridging Accuracy and Loss Reductio...	2024-09-01	Code
2	QCS	67.94	No	QCS: Feature Refining from Quadruplet Cross Simi...	2024-11-04	Code
3	S2D	67.62	No	From Static to Dynamic: Adapting Landmark-Aware ...	2023-12-09	Code
4	BTN	67.6	No	Batch Transformer: Look for Attention in Batch	2024-07-05	-
5	POSTER++	67.49	No	POSTER++: A simpler and stronger facial expressi...	2023-01-28	Code
6	EmoNeXt	67.46	No	-	-	Code
7	DDAMFN++	67.36	No	-	-	Code
8	DDAMFN	67.03	No	-	-	Code
9	CAGE	66.6	No	CAGE: Circumplex Affect Guided Expression Infere...	2024-04-23	Code
10	LFNSB	66.57	No	-	-	Code
11	EmoAffectNet	66.49	Yes	-	-	Code
12	Emotion-GCN	66.46	No	Exploiting Emotional Dependencies with Graph Con...	2021-06-07	Code
13	Multi-task EfficientNet-B2	66.29	No	-	-	Code
14	ExpLLM	65.93	No	ExpLLM: Towards Chain of Thought for Facial Expr...	2024-09-04	Code
15	Multi-task EfficientNet-B0	65.74	Yes	Facial expression and attributes recognition bas...	2021-03-31	Code
16	DAN	65.69	No	Distract Your Attention: Multi-head Cross Attent...	2021-09-15	Code
17	Distilled student	65.4	Yes	Leveraging Recent Advances in Deep Learning for ...	2021-03-16	-
18	FaceBehaviorNet	65.4	Yes	Distribution Matching for Heterogeneous Multi-Ta...	2021-05-08	-
19	Ada-DF	65.34	No	-	-	Code
20	EAC	65.32	No	Learn From All: Erasing Attention Consistency fo...	2022-07-21	Code
21	PAENet	65.29	Yes	-	-	Code
22	DACL	65.2	No	-	-	Code
23	FerNeXt	64.77	No	-	-	Code
24	MA-Net	64.53	No	-	-	Code
25	EfficientFace	63.7	No	-	-	Code
26	CPG	63.57	Yes	Compacting, Picking and Growing for Unforgetting...	2019-10-15	Code
27	Ad-Corre	63.36	No	-	-	Code
28	CNNs and BOVW + local SVM	63.31	No	Local Learning with Deep and Handcrafted Feature...	2018-04-29	-
29	CAKE	61.7	No	CAKE: Compact and Accurate K-dimensional represe...	2018-07-30	-
30	Facial Motion Prior Network	61.52	No	Facial Motion Prior Networks for Facial Expressi...	2019-02-23	Code

#1ResEmoteNetSOTA
72.93
Accuracy (7 emotion)· Extra Data· 2024-09-01
ResEmoteNet: Bridging Accuracy and Loss Reduction in Facial Emotion Recognition Code
#2QCS
67.94
Accuracy (7 emotion)· 2024-11-04
QCS: Feature Refining from Quadruplet Cross Similarity for Facial Expression Recognition Code
#3S2DSOTA
67.62
Accuracy (7 emotion)· 2023-12-09
From Static to Dynamic: Adapting Landmark-Aware Image Models for Facial Expression Recognition in Videos Code
#4BTN
67.6
Accuracy (7 emotion)· 2024-07-05
Batch Transformer: Look for Attention in Batch
#5POSTER++SOTA
67.49
Accuracy (7 emotion)· 2023-01-28
POSTER++: A simpler and stronger facial expression recognition network Code
#6EmoNeXt
67.46
Accuracy (7 emotion)
No paperCode
#7DDAMFN++
67.36
Accuracy (7 emotion)
No paperCode
#8DDAMFN
67.03
Accuracy (7 emotion)
No paperCode
#9CAGE
66.6
Accuracy (7 emotion)· 2024-04-23
CAGE: Circumplex Affect Guided Expression Inference Code
#10LFNSB
66.57
Accuracy (7 emotion)
No paperCode
#11EmoAffectNet
66.49
Accuracy (7 emotion)· Extra Data
No paperCode
#12Emotion-GCNSOTA
66.46
Accuracy (7 emotion)· 2021-06-07
Exploiting Emotional Dependencies with Graph Convolutional Networks for Facial Expression Recognition Code
#13Multi-task EfficientNet-B2
66.29
Accuracy (7 emotion)
No paperCode
#14ExpLLM
65.93
Accuracy (7 emotion)· 2024-09-04
ExpLLM: Towards Chain of Thought for Facial Expression Recognition Code
#15Multi-task EfficientNet-B0SOTA
65.74
Accuracy (7 emotion)· Extra Data· 2021-03-31
Facial expression and attributes recognition based on multi-task learning of lightweight neural networks Code
#16DAN
65.69
Accuracy (7 emotion)· 2021-09-15
Distract Your Attention: Multi-head Cross Attention Network for Facial Expression Recognition Code
#17Distilled studentSOTA
65.4
Accuracy (7 emotion)· Extra Data· 2021-03-16
Leveraging Recent Advances in Deep Learning for Audio-Visual Emotion Recognition
#18FaceBehaviorNet
65.4
Accuracy (7 emotion)· Extra Data· 2021-05-08
Distribution Matching for Heterogeneous Multi-Task Learning: a Large-scale Face Study
#19Ada-DF
65.34
Accuracy (7 emotion)
No paperCode
#20EAC
65.32
Accuracy (7 emotion)· 2022-07-21
Learn From All: Erasing Attention Consistency for Noisy Label Facial Expression Recognition Code
#21PAENet
65.29
Accuracy (7 emotion)· Extra Data
No paperCode
#22DACL
65.2
Accuracy (7 emotion)
No paperCode
#23FerNeXt
64.77
Accuracy (7 emotion)
No paperCode
#24MA-Net
64.53
Accuracy (7 emotion)
No paperCode
#25EfficientFace
63.7
Accuracy (7 emotion)
No paperCode
#26CPGSOTA
63.57
Accuracy (7 emotion)· Extra Data· 2019-10-15
Compacting, Picking and Growing for Unforgetting Continual Learning Code
#27Ad-Corre
63.36
Accuracy (7 emotion)
No paperCode
#28CNNs and BOVW + local SVMSOTA
63.31
Accuracy (7 emotion)· 2018-04-29
Local Learning with Deep and Handcrafted Features for Facial Expression Recognition
#29CAKE
61.7
Accuracy (7 emotion)· 2018-07-30
CAKE: Compact and Accurate K-dimensional representation of Emotion
#30Facial Motion Prior Network
61.52
Accuracy (7 emotion)· 2019-02-23
Facial Motion Prior Networks for Facial Expression Recognition Code