Delta-encoder: an effective sample synthesis method for few-shot object recognition

Eli Schwartz, Leonid Karlinsky, Joseph Shtok, Sivan Harary, Mattias Marder, Abhishek Kumar, Rogerio Feris, Raja Giryes, Alex Bronstein

Nov-20-2025, 14:41:46 GMT–Neural Information Processing Systems

Learning to classify new categories based on just one or a few examples is a long-standing challenge in modern computer vision. In this work, we propose a simple yet effective method for few-shot (and one-shot) object recognition.

artificial intelligence, category, machine learning, (15 more...)

Neural Information Processing Systems

Nov-20-2025, 14:41:46 GMT

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  - Machine Learning
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