Zero-Shot Learning on PKU-MMD

Metric: Random Split Accuracy (higher is better)

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#	Model↕	Random Split Accuracy▼	Augmentations	Paper	Date↕	Code
1	PGFA	87.8	No	Zero-shot Skeleton-based Action Recognition with...	2025-07-01	Code
2	TDSM	70.76	No	TDSM: Triplet Diffusion for Skeleton-Text Matchi...	2024-11-16	Code
3	STAR	70.6	No	Fine-Grained Side Information Guided Dual-Prompt...	2024-04-11	-
4	SA-DVAE	66.54	No	SA-DVAE: Improving Zero-Shot Skeleton-Based Acti...	2024-07-18	Code
5	SMIE	60.83	No	Zero-shot Skeleton-based Action Recognition via ...	2023-08-07	Code
6	CADA-VAE	60.74	No	Generalized Zero- and Few-Shot Learning via Alig...	2018-12-05	Code
7	SynSE	53.85	No	Syntactically Guided Generative Embeddings for Z...	2021-01-27	Code

#1PGFASOTA
87.8
Random Split Accuracy· 2025-07-01
Zero-shot Skeleton-based Action Recognition with Prototype-guided Feature Alignment Code
#2TDSMSOTA
70.76
Random Split Accuracy· 2024-11-16
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition Code
#3STARSOTA
70.6
Random Split Accuracy· 2024-04-11
Fine-Grained Side Information Guided Dual-Prompts for Zero-Shot Skeleton Action Recognition
#4SA-DVAE
66.54
Random Split Accuracy· 2024-07-18
SA-DVAE: Improving Zero-Shot Skeleton-Based Action Recognition by Disentangled Variational Autoencoders Code
#5SMIESOTA
60.83
Random Split Accuracy· 2023-08-07
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization Code
#6CADA-VAESOTA
60.74
Random Split Accuracy· 2018-12-05
Generalized Zero- and Few-Shot Learning via Aligned Variational Autoencoders Code
#7SynSE
53.85
Random Split Accuracy· 2021-01-27
Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action Recognition Code