Activity Recognition on NTU RGB+D 120

Metric: Accuracy (10 unseen classes) (higher is better)

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#	Model↕	Accuracy (10 unseen classes)▼	Extra Data	Paper	Date↕	Code
1	PGFA	79.99	No	Zero-shot Skeleton-based Action Recognition with...	2025-07-01	Code
2	TDSM	74.15	No	TDSM: Triplet Diffusion for Skeleton-Text Matchi...	2024-11-16	Code
3	PURLS	71.95	No	Part-aware Unified Representation of Language an...	2024-06-19	Code
4	SA-DVAE	68.77	No	SA-DVAE: Improving Zero-Shot Skeleton-Based Acti...	2024-07-18	Code
5	SMIE	65.74	No	Zero-shot Skeleton-based Action Recognition via ...	2023-08-07	Code
6	STAR	63.3	No	Fine-Grained Side Information Guided Dual-Prompt...	2024-04-11	-
7	SynSE	62.69	No	Syntactically Guided Generative Embeddings for Z...	2021-01-27	Code
8	CADA-VAE	59.53	No	Generalized Zero- and Few-Shot Learning via Alig...	2018-12-05	Code

#1PGFASOTA
79.99
Accuracy (10 unseen classes)· 2025-07-01
Zero-shot Skeleton-based Action Recognition with Prototype-guided Feature Alignment Code
#2TDSMSOTA
74.15
Accuracy (10 unseen classes)· 2024-11-16
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition Code
#3PURLSSOTA
71.95
Accuracy (10 unseen classes)· 2024-06-19
Part-aware Unified Representation of Language and Skeleton for Zero-shot Action Recognition Code
#4SA-DVAE
68.77
Accuracy (10 unseen classes)· 2024-07-18
SA-DVAE: Improving Zero-Shot Skeleton-Based Action Recognition by Disentangled Variational Autoencoders Code
#5SMIESOTA
65.74
Accuracy (10 unseen classes)· 2023-08-07
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization Code
#6STAR
63.3
Accuracy (10 unseen classes)· 2024-04-11
Fine-Grained Side Information Guided Dual-Prompts for Zero-Shot Skeleton Action Recognition
#7SynSESOTA
62.69
Accuracy (10 unseen classes)· 2021-01-27
Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action Recognition Code
#8CADA-VAESOTA
59.53
Accuracy (10 unseen classes)· 2018-12-05
Generalized Zero- and Few-Shot Learning via Aligned Variational Autoencoders Code