Activity Recognition on N-UCLA

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	DSCNet (RGB + Pose)	99.1	No	-	-	Code
2	SkateFormer	98.3	No	SkateFormer: Skeletal-Temporal Transformer for H...	2024-03-14	Code
3	LA-GCN	97.6	No	Language Knowledge-Assisted Representation Learn...	2023-05-21	Code
4	MMCL	97.5	Yes	Multi-Modality Co-Learning for Efficient Skeleto...	2024-07-22	Code
5	TD-GCN	97.4	No	-	-	Code
6	Action Capsules	97.3	No	Action Capsules: Human Skeleton Action Recognition	2023-01-30	-
7	LST	97.2	No	Generative Action Description Prompts for Skelet...	2022-08-10	Code
8	HD-GCN	97.2	No	Hierarchically Decomposed Graph Convolutional Ne...	2022-08-23	Code
9	InfoGCN	97	No	-	-	Code
10	TCA-GCN	97	No	Skeleton-based Action Recognition via Temporal-C...	2022-05-31	Code
11	DSTSA-GCN	96.98	No	DSTSA-GCN: Advancing Skeleton-Based Gesture Reco...	2025-01-21	Code
12	JPFormer	96.7	No	-	-	Code
13	CTR-GCN	96.5	No	Channel-wise Topology Refinement Graph Convoluti...	2021-07-26	Code
14	TD-GDSCN	95.69	No	-	-	Code
15	MSSTNet	95.3	No	-	-	Code
16	Hierarchical Action Classification (RGB + Pose)	93.99	No	Hierarchical Action Classification with Network ...	2020-07-30	-
17	MMNet (RGB + Pose)	93.7	Yes	-	-	Code
18	VPN (RGB + Pose)	93.5	Yes	VPN: Learning Video-Pose Embedding for Activitie...	2020-07-06	Code
19	VPN++ (RGB + Pose)	93.5	Yes	VPN++: Rethinking Video-Pose embeddings for unde...	2021-05-17	Code

#1DSCNet (RGB + Pose)
99.1
Accuracy
No paperCode
#2SkateFormerSOTA
98.3
Accuracy· 2024-03-14
SkateFormer: Skeletal-Temporal Transformer for Human Action Recognition Code
#3LA-GCNSOTA
97.6
Accuracy· 2023-05-21
Language Knowledge-Assisted Representation Learning for Skeleton-Based Action Recognition Code
#4MMCL
97.5
Accuracy· Extra Data· 2024-07-22
Multi-Modality Co-Learning for Efficient Skeleton-based Action Recognition Code
#5TD-GCN
97.4
Accuracy
No paperCode
#6Action CapsulesSOTA
97.3
Accuracy· 2023-01-30
Action Capsules: Human Skeleton Action Recognition
#7LSTSOTA
97.2
Accuracy· 2022-08-10
Generative Action Description Prompts for Skeleton-based Action Recognition Code
#8HD-GCN
97.2
Accuracy· 2022-08-23
Hierarchically Decomposed Graph Convolutional Networks for Skeleton-Based Action Recognition Code
#9InfoGCN
97
Accuracy
No paperCode
#10TCA-GCNSOTA
97
Accuracy· 2022-05-31
Skeleton-based Action Recognition via Temporal-Channel Aggregation Code
#11DSTSA-GCN
96.98
Accuracy· 2025-01-21
DSTSA-GCN: Advancing Skeleton-Based Gesture Recognition with Semantic-Aware Spatio-Temporal Topology Modeling Code
#12JPFormer
96.7
Accuracy
No paperCode
#13CTR-GCNSOTA
96.5
Accuracy· 2021-07-26
Channel-wise Topology Refinement Graph Convolution for Skeleton-Based Action Recognition Code
#14TD-GDSCN
95.69
Accuracy
No paperCode
#15MSSTNet
95.3
Accuracy
No paperCode
#16Hierarchical Action Classification (RGB + Pose)SOTA
93.99
Accuracy· 2020-07-30
Hierarchical Action Classification with Network Pruning
#17MMNet (RGB + Pose)
93.7
Accuracy· Extra Data
No paperCode
#18VPN (RGB + Pose)SOTA
93.5
Accuracy· Extra Data· 2020-07-06
VPN: Learning Video-Pose Embedding for Activities of Daily Living Code
#19VPN++ (RGB + Pose)
93.5
Accuracy· Extra Data· 2021-05-17
VPN++: Rethinking Video-Pose embeddings for understanding Activities of Daily Living Code