Search Results for author: Sethupathy Parameswaran

Found 3 papers, 1 papers with code

Online Lifelong Generalized Zero-Shot Learning

1 code implementation19 Mar 2021 Chandan Gautam, Sethupathy Parameswaran, Ashish Mishra, Suresh Sundaram

Methods proposed in the literature for zero-shot learning (ZSL) are typically suitable for offline learning and cannot continually learn from sequential streaming data.

Continual Learning Generalized Zero-Shot Learning +1

Generative Replay-based Continual Zero-Shot Learning

no code implementations22 Jan 2021 Chandan Gautam, Sethupathy Parameswaran, Ashish Mishra, Suresh Sundaram

Zero-shot learning is a new paradigm to classify objects from classes that are not available at training time.

Continual Learning Zero-Shot Learning

Generalized Continual Zero-Shot Learning

no code implementations17 Nov 2020 Chandan Gautam, Sethupathy Parameswaran, Ashish Mishra, Suresh Sundaram

Further, to enhance the reliability, we develop CZSL for a single head continual learning setting where task identity is revealed during the training process but not during the testing.

Continual Learning Knowledge Distillation +1

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