Data Augmentation on GA1457

Metric: Classification Accuracy (higher is better)

LeaderboardDataset

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#	Model↕	Classification Accuracy▼	Augmentations	Paper	Date↕	Code
1	DiffAug	92.7	No	DiffAug: Enhance Unsupervised Contrastive Learni...	2023-09-10	Code
2	PaCMAP	85.3	No	Understanding How Dimension Reduction Tools Work...	2020-12-08	Code
3	hNNE	77.4	No	Hierarchical Nearest Neighbor Graph Embedding fo...	2022-03-24	Code
4	TopoAE	74.6	No	Topological Autoencoders	2019-06-03	Code

#1DiffAugSOTA
92.7
Classification Accuracy· 2023-09-10
DiffAug: Enhance Unsupervised Contrastive Learning with Domain-Knowledge-Free Diffusion-based Data Augmentation Code
#2PaCMAPSOTA
85.3
Classification Accuracy· 2020-12-08
Understanding How Dimension Reduction Tools Work: An Empirical Approach to Deciphering t-SNE, UMAP, TriMAP, and PaCMAP for Data Visualization Code
#3hNNE
77.4
Classification Accuracy· 2022-03-24
Hierarchical Nearest Neighbor Graph Embedding for Efficient Dimensionality Reduction Code
#4TopoAESOTA
74.6
Classification Accuracy· 2019-06-03
Topological Autoencoders Code