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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	Score
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	5
Cross-Domain Few-Shot Learning by Representation Fusion	Oct 13, 2020	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	1	5
Revisiting Prototypical Network for Cross Domain Few-Shot Learning	Jan 1, 2023	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	1	5
EvoGrad: Efficient Gradient-Based Meta-Learning and Hyperparameter Optimization	Jun 19, 2021	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	1	5
Domain Adaptive Few-Shot Open-Set Learning	Sep 22, 2023	cross-domain few-shot learningFew-Shot Learning	CodeCode Available	1	5
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	5
Graph Information Aggregation Cross-Domain Few-Shot Learning for Hyperspectral Image Classification	Jun 30, 2022	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	1	5
Cross-domain Few-shot Learning with Task-specific Adapters	Jul 1, 2021	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	1	5
CDFSL-V: Cross-Domain Few-Shot Learning for Videos	Sep 7, 2023	Action RecognitionCross-Domain Few-Shot	CodeCode Available	1	5
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	5

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