Trajectory-aware Principal Manifold Framework for Data Augmentation and Image Generation

no code implementations • 30 Jul 2023 • Elvis Han Cui, Bingbin Li, Yanan Li, Weng Kee Wong, Donghui Wang

Many existing methods generate new samples from a parametric distribution, like the Gaussian, with little attention to generate samples along the data manifold in either the input or feature space.

Data Augmentation Image Generation

Dual Path Structural Contrastive Embeddings for Learning Novel Objects

no code implementations • 23 Dec 2021 • Bingbin Li, Elvis Han Cui, Yanan Li, Donghui Wang, Weng Kee Wong

Learning novel classes from a very few labeled samples has attracted increasing attention in machine learning areas.

Meta-Learning Transfer Learning