Face Reconstruction on AffectNet

Metric: Accuracy (8 emotion) (higher is better)

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#	Model↕	Accuracy (8 emotion)▼	Extra Data	Paper	Date↕	Code
1	Norface	68.69	No	Norface: Improving Facial Expression Analysis by...	2024-07-22	Code
2	DDAMFN++	65.04	No	-	-	Code
3	FMAE	64.79	Yes	Representation Learning and Identity Adversarial...	2024-07-15	Code
4	QCS	64.4	No	QCS: Feature Refining from Quadruplet Cross Simi...	2024-11-04	Code
5	BTN	64.29	No	Batch Transformer: Look for Attention in Batch	2024-07-05	-
6	DDAMFN	64.25	No	-	-	Code
7	EmoNeXt	64.13	No	-	-	Code
8	POSTER++	63.77	No	POSTER++: A simpler and stronger facial expressi...	2023-01-28	Code
9	LFNSB	63.12	No	-	-	Code
10	S2D	63.06	No	From Static to Dynamic: Adapting Landmark-Aware ...	2023-12-09	Code
11	Multi-task EfficientNet-B2	63.03	No	-	-	Code
12	MT-ArcRes	63	No	Expression, Affect, Action Unit Recognition: Aff...	2019-09-25	-
13	ExpLLM	62.86	No	ExpLLM: Towards Chain of Thought for Facial Expr...	2024-09-04	Code
14	Vit-base + MAE	62.42	No	Emotion Separation and Recognition from a Facial...	2022-07-22	-
15	CAGE	62.2	No	CAGE: Circumplex Affect Guided Expression Infere...	2024-04-23	Code
16	DAN	62.09	No	Distract Your Attention: Multi-head Cross Attent...	2021-09-15	Code
17	SL + SSL in-panting-pl (B0)	61.72	No	Using Self-Supervised Auxiliary Tasks to Improve...	2021-05-13	-
18	Distilled student	61.6	Yes	Leveraging Recent Advances in Deep Learning for ...	2021-03-16	-
19	Multi-task EfficientNet-B0	61.32	Yes	Facial expression and attributes recognition bas...	2021-03-31	Code
20	SL + SSL puzzling (B2)	61.32	No	Using Self-Supervised Auxiliary Tasks to Improve...	2021-05-13	-
21	SL + SSL puzzling (B0)	61.09	No	Using Self-Supervised Auxiliary Tasks to Improve...	2021-05-13	-
22	PSR (VGG-16)	60.68	Yes	-	-	Code
23	VGG-FACE	60.4	Yes	Deep Neural Network Augmentation: Generating Fac...	2018-11-12	-
24	SL (B2)	60.35	Yes	Using Self-Supervised Auxiliary Tasks to Improve...	2021-05-13	-
25	SL (B0)	60.34	No	Using Self-Supervised Auxiliary Tasks to Improve...	2021-05-13	-
26	MA-Net	60.29	No	-	-	Code
27	EfficientFace	59.89	No	-	-	Code
28	CNNs and BOVW + local SVM	59.58	No	Local Learning with Deep and Handcrafted Feature...	2018-04-29	-
29	RAN (ResNet-18+)	59.5	Yes	Region Attention Networks for Pose and Occlusion...	2019-05-10	Code
30	Ensemble with Shared Representations (ESR-9)	59.3	No	Efficient Facial Feature Learning with Wide Ense...	2020-01-17	Code
31	ViT-tiny	58.28	No	Emotion Separation and Recognition from a Facial...	2022-07-22	-
32	Weighted-Loss	58	No	AffectNet: A Database for Facial Expression, Val...	2017-08-14	Code
33	ViT-base	57.99	No	Emotion Separation and Recognition from a Facial...	2022-07-22	-
34	SL+ SSL in-painting-pl + 20% train (B0)	55.36	No	Using Self-Supervised Auxiliary Tasks to Improve...	2021-05-13	-
35	SL+ SSL puzzling + 20% train (B0)	54.98	No	Using Self-Supervised Auxiliary Tasks to Improve...	2021-05-13	-
36	LResNet50E-IR	53.925	Yes	Exploring Emotion Features and Fusion Strategies...	2020-12-27	-
37	SL + 20% train (B0)	52.46	No	Using Self-Supervised Auxiliary Tasks to Improve...	2021-05-13	-

#1NorfaceSOTA
68.69
Accuracy (8 emotion)· 2024-07-22
Norface: Improving Facial Expression Analysis by Identity Normalization Code
#2DDAMFN++
65.04
Accuracy (8 emotion)
No paperCode
#3FMAESOTA
64.79
Accuracy (8 emotion)· Extra Data· 2024-07-15
Representation Learning and Identity Adversarial Training for Facial Behavior Understanding Code
#4QCS
64.4
Accuracy (8 emotion)· 2024-11-04
QCS: Feature Refining from Quadruplet Cross Similarity for Facial Expression Recognition Code
#5BTNSOTA
64.29
Accuracy (8 emotion)· 2024-07-05
Batch Transformer: Look for Attention in Batch
#6DDAMFN
64.25
Accuracy (8 emotion)
No paperCode
#7EmoNeXt
64.13
Accuracy (8 emotion)
No paperCode
#8POSTER++SOTA
63.77
Accuracy (8 emotion)· 2023-01-28
POSTER++: A simpler and stronger facial expression recognition network Code
#9LFNSB
63.12
Accuracy (8 emotion)
No paperCode
#10S2D
63.06
Accuracy (8 emotion)· 2023-12-09
From Static to Dynamic: Adapting Landmark-Aware Image Models for Facial Expression Recognition in Videos Code
#11Multi-task EfficientNet-B2
63.03
Accuracy (8 emotion)
No paperCode
#12MT-ArcResSOTA
63
Accuracy (8 emotion)· 2019-09-25
Expression, Affect, Action Unit Recognition: Aff-Wild2, Multi-Task Learning and ArcFace
#13ExpLLM
62.86
Accuracy (8 emotion)· 2024-09-04
ExpLLM: Towards Chain of Thought for Facial Expression Recognition Code
#14Vit-base + MAE
62.42
Accuracy (8 emotion)· 2022-07-22
Emotion Separation and Recognition from a Facial Expression by Generating the Poker Face with Vision Transformers
#15CAGE
62.2
Accuracy (8 emotion)· 2024-04-23
CAGE: Circumplex Affect Guided Expression Inference Code
#16DAN
62.09
Accuracy (8 emotion)· 2021-09-15
Distract Your Attention: Multi-head Cross Attention Network for Facial Expression Recognition Code
#17SL + SSL in-panting-pl (B0)
61.72
Accuracy (8 emotion)· 2021-05-13
Using Self-Supervised Auxiliary Tasks to Improve Fine-Grained Facial Representation
#18Distilled student
61.6
Accuracy (8 emotion)· Extra Data· 2021-03-16
Leveraging Recent Advances in Deep Learning for Audio-Visual Emotion Recognition
#19Multi-task EfficientNet-B0
61.32
Accuracy (8 emotion)· Extra Data· 2021-03-31
Facial expression and attributes recognition based on multi-task learning of lightweight neural networks Code
#20SL + SSL puzzling (B2)
61.32
Accuracy (8 emotion)· 2021-05-13
Using Self-Supervised Auxiliary Tasks to Improve Fine-Grained Facial Representation
#21SL + SSL puzzling (B0)
61.09
Accuracy (8 emotion)· 2021-05-13
Using Self-Supervised Auxiliary Tasks to Improve Fine-Grained Facial Representation
#22PSR (VGG-16)
60.68
Accuracy (8 emotion)· Extra Data
No paperCode
#23VGG-FACESOTA
60.4
Accuracy (8 emotion)· Extra Data· 2018-11-12
Deep Neural Network Augmentation: Generating Faces for Affect Analysis
#24SL (B2)
60.35
Accuracy (8 emotion)· Extra Data· 2021-05-13
Using Self-Supervised Auxiliary Tasks to Improve Fine-Grained Facial Representation
#25SL (B0)
60.34
Accuracy (8 emotion)· 2021-05-13
Using Self-Supervised Auxiliary Tasks to Improve Fine-Grained Facial Representation
#26MA-Net
60.29
Accuracy (8 emotion)
No paperCode
#27EfficientFace
59.89
Accuracy (8 emotion)
No paperCode
#28CNNs and BOVW + local SVMSOTA
59.58
Accuracy (8 emotion)· 2018-04-29
Local Learning with Deep and Handcrafted Features for Facial Expression Recognition
#29RAN (ResNet-18+)
59.5
Accuracy (8 emotion)· Extra Data· 2019-05-10
Region Attention Networks for Pose and Occlusion Robust Facial Expression Recognition Code
#30Ensemble with Shared Representations (ESR-9)
59.3
Accuracy (8 emotion)· 2020-01-17
Efficient Facial Feature Learning with Wide Ensemble-based Convolutional Neural Networks Code
#31ViT-tiny
58.28
Accuracy (8 emotion)· 2022-07-22
Emotion Separation and Recognition from a Facial Expression by Generating the Poker Face with Vision Transformers
#32Weighted-LossSOTA
58
Accuracy (8 emotion)· 2017-08-14
AffectNet: A Database for Facial Expression, Valence, and Arousal Computing in the Wild Code
#33ViT-base
57.99
Accuracy (8 emotion)· 2022-07-22
Emotion Separation and Recognition from a Facial Expression by Generating the Poker Face with Vision Transformers
#34SL+ SSL in-painting-pl + 20% train (B0)
55.36
Accuracy (8 emotion)· 2021-05-13
Using Self-Supervised Auxiliary Tasks to Improve Fine-Grained Facial Representation
#35SL+ SSL puzzling + 20% train (B0)
54.98
Accuracy (8 emotion)· 2021-05-13
Using Self-Supervised Auxiliary Tasks to Improve Fine-Grained Facial Representation
#36LResNet50E-IR
53.925
Accuracy (8 emotion)· Extra Data· 2020-12-27
Exploring Emotion Features and Fusion Strategies for Audio-Video Emotion Recognition
#37SL + 20% train (B0)
52.46
Accuracy (8 emotion)· 2021-05-13
Using Self-Supervised Auxiliary Tasks to Improve Fine-Grained Facial Representation