Zero-Shot Learning

Learning Without Examples

Recognize unseen classes.

Approach

Learn attribute embedding. Map to attribute space. Classify using attributes.

Visual Features

Use pre-trained CNN. CLIP for zero-shot.

Challenges

Domain shift. Attribute noise. Scalability.

Key Takeaways

1. Recognize unseen classes
2. Attribute-based approach
3. CLIP enables zero-shot