Instance Adaptive Prototypical Contrastive Embedding for Generalized Zero Shot Learning

no code implementations • 13 Sep 2023 • Riti Paul, Sahil Vora, Baoxin Li

Generalized zero-shot learning(GZSL) aims to classify samples from seen and unseen labels, assuming unseen labels are not accessible during training.

Contrastive Learning Generalized Zero-Shot Learning

Partial Domain Adaptation Using Selective Representation Learning For Class-Weight Computation

no code implementations • 6 Jan 2021 • Sandipan Choudhuri, Riti Paul, Arunabha Sen, Baoxin Li, Hemanth Venkateswara

Driven by the motivation that image styles are private to each domain, in this work, we develop a method that identifies outlier classes exclusively from image content information and train a label classifier exclusively on class-content from source images.

Partial Domain Adaptation Representation Learning