Action Detection 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