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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 21–30 of 74 papers

Title	Date	Tasks	Status	Hype	Score
Domain Adaptive Few-Shot Open-Set Learning	Sep 22, 2023	cross-domain few-shot learningFew-Shot Learning	CodeCode Available	1	5
A Broader Study of Cross-Domain Few-Shot Learning	Dec 16, 2019	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	1	5
Modular Adaptation for Cross-Domain Few-Shot Learning	Apr 1, 2021	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	0	5
Cross-Domain Few-Shot Learning via Adaptive Transformer Networks	Jan 25, 2024	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	0	5
Multi-level Relation Learning for Cross-domain Few-shot Hyperspectral Image Classification	Nov 2, 2023	ClassificationContrastive Learning	CodeCode Available	0	5
Enhancing Masked Time-Series Modeling via Dropping Patches	Dec 19, 2024	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	0	5
Ensemble Model with Batch Spectral Regularization and Data Blending for Cross-Domain Few-Shot Learning with Unlabeled Data	Jun 8, 2020	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	0	5
Contextual Interaction via Primitive-based Adversarial Training For Compositional Zero-shot Learning	Jun 21, 2024	AttributeCompositional Zero-Shot Learning	CodeCode Available	0	5
Leveraging Normalization Layer in Adapters With Progressive Learning and Adaptive Distillation for Cross-Domain Few-Shot Learning	Dec 18, 2023	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	0	5
DAMSL: Domain Agnostic Meta Score-based Learning	Jun 6, 2021	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	0	5

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