Visual-Augmented Dynamic Semantic Prototype for Generative Zero-Shot Learning

W Hou, S Chen, S Chen, Z Hong… - Proceedings of the …, 2024 - openaccess.thecvf.com
Generative Zero-shot learning (ZSL) learns a generator to synthesize visual samples for
unseen classes which is an effective way to advance ZSL. However existing generative …

ZeroMamba: Exploring Visual State Space Model for Zero-Shot Learning

W Hou, D Fu, K Li, S Chen, H Fan, Y Yang - arXiv preprint arXiv …, 2024 - arxiv.org
Zero-shot learning (ZSL) aims to recognize unseen classes by transferring semantic
knowledge from seen classes to unseen ones, guided by semantic information. To this end …

Enhancing Generative Generalized Zero Shot Learning via Multi-Space Constraints and Adaptive Integration

Z Kong, N Gao, Y Zhang, Y Liu - International Conference on Multimedia …, 2024 - Springer
Generalized zero shot learning (GZSL) aims to recognize both seen classes and unseen
classes without labeled data. Generative GZSL models strive to synthesize features of …