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cross-domain few-shot learning

Its essence is transfer learning. The model needs to be trained in the source domain and then migrated to the target domain. Compliant with (1) the category in the target domain has never appeared in the source domain (2) the data distribution of the target domain is inconsistent with the source domain (3) each class in the target domain has very few labels

Papers

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Showing 31–40 of 74 papers

Title	Date	Tasks	Status	Score
Self-Supervised Learning For Few-Shot Image Classification	Nov 14, 2019	ClassificationCross-Domain Few-Shot	CodeCode Available	5
TGDM: Target Guided Dynamic Mixup for Cross-Domain Few-Shot Learning	Oct 11, 2022	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	5
Modular Adaptation for Cross-Domain Few-Shot Learning	Apr 1, 2021	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	5
Cross-Domain Few-Shot Learning via Adaptive Transformer Networks	Jan 25, 2024	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	5
Multi-level Relation Learning for Cross-domain Few-shot Hyperspectral Image Classification	Nov 2, 2023	ClassificationContrastive Learning	CodeCode Available	5
Wave-SAN: Wavelet based Style Augmentation Network for Cross-Domain Few-Shot Learning	Mar 15, 2022	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	5
Boosting the Generalization Capability in Cross-Domain Few-shot Learning via Noise-enhanced Supervised Autoencoder	Aug 11, 2021	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	5
Enhancing Masked Time-Series Modeling via Dropping Patches	Dec 19, 2024	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	5
When Facial Expression Recognition Meets Few-Shot Learning: A Joint and Alternate Learning Framework	Jan 18, 2022	Cross-Domain Few-Shotcross-domain few-shot learning	—Unverified	0
A Cross-Domain Few-Shot Learning Method Based on Domain Knowledge Mapping	Apr 9, 2025	Cross-Domain Few-Shotcross-domain few-shot learning	—Unverified	0

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