Jan 28, 2025 · Artificial Intelligence

Few-Shot Learning for Multi-New-Class Scenarios: Challenges, Methodology, and Experimental Evaluation

This article introduces a novel few‑shot learning approach tailored for multi‑new‑class scenarios, discusses its background, problem definition, proposed parallel training framework, hierarchical fine‑tuning method, and presents extensive experiments demonstrating superior performance and computational efficiency.

Computer VisionFew‑Shot Learninghierarchical fine-tuning

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Few-Shot Learning for Multi-New-Class Scenarios: Challenges, Methodology, and Experimental Evaluation