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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 11–20 of 74 papers

Title	Date	Tasks	Status	Hype
Dynamic Distillation Network for Cross-Domain Few-Shot Recognition with Unlabeled Data	Jun 14, 2021	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	1
Cross-Domain Few-Shot Learning by Representation Fusion	Oct 13, 2020	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	1
Dual Adaptive Representation Alignment for Cross-domain Few-shot Learning	Jun 18, 2023	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	1
Revisiting Prototypical Network for Cross Domain Few-Shot Learning	Jan 1, 2023	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	1
Domain Adaptive Few-Shot Open-Set Learning	Sep 22, 2023	cross-domain few-shot learningFew-Shot Learning	CodeCode Available	1
Enhancing Information Maximization with Distance-Aware Contrastive Learning for Source-Free Cross-Domain Few-Shot Learning	Mar 4, 2024	Contrastive LearningCross-Domain Few-Shot	CodeCode Available	1
Discriminative Sample-Guided and Parameter-Efficient Feature Space Adaptation for Cross-Domain Few-Shot Learning	Mar 7, 2024	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	1
Flatten Long-Range Loss Landscapes for Cross-Domain Few-Shot Learning	Mar 1, 2024	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	1
CDFSL-V: Cross-Domain Few-Shot Learning for Videos	Sep 7, 2023	Action RecognitionCross-Domain Few-Shot	CodeCode Available	1
Step-wise Distribution Alignment Guided Style Prompt Tuning for Source-free Cross-domain Few-shot Learning	Nov 15, 2024	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	1

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