Action Localization on NTU RGB+D 120

Metric: Random Split Accuracy (higher is better)

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#	Model↕	Random Split Accuracy▼	Extra Data	Paper	Date↕	Code
1	PGFA	71.38	No	Zero-shot Skeleton-based Action Recognition with...	2025-07-01	Code
2	TDSM	69.47	No	TDSM: Triplet Diffusion for Skeleton-Text Matchi...	2024-11-16	Code
3	SA-DVAE + augmented text	57.16	No	SA-DVAE: Improving Zero-Shot Skeleton-Based Acti...	2024-07-18	Code
4	SA-DVAE	50.67	No	SA-DVAE: Improving Zero-Shot Skeleton-Based Acti...	2024-07-18	Code
5	SMIE	46.4	No	Zero-shot Skeleton-based Action Recognition via ...	2023-08-07	Code
6	CADA-VAE	45.14	No	Generalized Zero- and Few-Shot Learning via Alig...	2018-12-05	Code

#1PGFASOTA
71.38
Random Split Accuracy· 2025-07-01
Zero-shot Skeleton-based Action Recognition with Prototype-guided Feature Alignment Code
#2TDSMSOTA
69.47
Random Split Accuracy· 2024-11-16
TDSM: Triplet Diffusion for Skeleton-Text Matching in Zero-Shot Action Recognition Code
#3SA-DVAE + augmented textSOTA
57.16
Random Split Accuracy· 2024-07-18
SA-DVAE: Improving Zero-Shot Skeleton-Based Action Recognition by Disentangled Variational Autoencoders Code
#4SA-DVAE
50.67
Random Split Accuracy· 2024-07-18
SA-DVAE: Improving Zero-Shot Skeleton-Based Action Recognition by Disentangled Variational Autoencoders Code
#5SMIESOTA
46.4
Random Split Accuracy· 2023-08-07
Zero-shot Skeleton-based Action Recognition via Mutual Information Estimation and Maximization Code
#6CADA-VAESOTA
45.14
Random Split Accuracy· 2018-12-05
Generalized Zero- and Few-Shot Learning via Aligned Variational Autoencoders Code