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 1–25 of 74 papers

Title	Date	Tasks	Status	Hype
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
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
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
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
Domain Adaptive Few-Shot Open-Set Learning	Sep 22, 2023	cross-domain few-shot learningFew-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
Dual Adaptive Representation Alignment for Cross-domain Few-shot Learning	Jun 18, 2023	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	1
StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning	Feb 18, 2023	Adversarial AttackCross-Domain Few-Shot	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
ME-D2N: Multi-Expert Domain Decompositional Network for Cross-Domain Few-Shot Learning	Oct 11, 2022	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	1
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
Cross-Domain Few-Shot Learning by Representation Fusion	Oct 13, 2020	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	1
A Broader Study of Cross-Domain Few-Shot Learning	Dec 16, 2019	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	1
FAD: Frequency Adaptation and Diversion for Cross-domain Few-shot Learning	May 13, 2025	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
From Dataset to Real-world: General 3D Object Detection via Generalized Cross-domain Few-shot Learning	Mar 8, 2025	3D Object DetectionAutonomous Driving	—Unverified	0

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