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How I Study AI - Learn AI Papers & Lectures the Easy Way

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Retrieve and Segment: Are a Few Examples Enough to Bridge the Supervision Gap in Open-Vocabulary Segmentation?

Intermediate
Tilemachos Aravanis, Vladan Stojniฤ‡ et al.Feb 26arXiv

This paper teaches an AI to segment any object you name (open-vocabulary) much better by adding a few example pictures with pixel labels and smart retrieval.

#open-vocabulary segmentation#vision-language models#retrieval-augmented

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ObjEmbed: Towards Universal Multimodal Object Embeddings

Intermediate
Shenghao Fu, Yukun Su et al.Feb 2arXiv

ObjEmbed teaches an AI to understand not just whole pictures, but each object inside them, and to link those objects to the right words.

#object embeddings#IoU embedding#visual grounding

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