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
Self-Supervision Can Be a Good Few-Shot Learner	Jul 19, 2022	cross-domain few-shot learningFew-Shot Image Classification	CodeCode Available	1
Learn-to-Decompose: Cascaded Decomposition Network for Cross-Domain Few-Shot Facial Expression Recognition	Jul 16, 2022	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	1
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
Universal Representations: A Unified Look at Multiple Task and Domain Learning	Apr 6, 2022	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	1
Understanding Cross-Domain Few-Shot Learning Based on Domain Similarity and Few-Shot Difficulty	Feb 1, 2022	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	1
Meta-FDMixup: Cross-Domain Few-Shot Learning Guided by Labeled Target Data	Jul 26, 2021	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	1
Cross-domain Few-shot Learning with Task-specific Adapters	Jul 1, 2021	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	1
EvoGrad: Efficient Gradient-Based Meta-Learning and Hyperparameter Optimization	Jun 19, 2021	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	1
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
Shallow Bayesian Meta Learning for Real-World Few-Shot Recognition	Jan 8, 2021	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	1

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