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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 31–40 of 74 papers

Title	Date	Tasks	Status	Hype
Revisiting Prototypical Network for Cross Domain Few-Shot Learning	Jan 1, 2023	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	1
TGDM: Target Guided Dynamic Mixup for Cross-Domain Few-Shot Learning	Oct 11, 2022	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	0
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
Feature Extractor Stacking for Cross-domain Few-shot Learning	May 12, 2022	Cross-Domain Few-Shotcross-domain few-shot learning	CodeCode Available	0
ReFine: Re-randomization before Fine-tuning for Cross-domain Few-shot Learning	May 11, 2022	Cross-Domain Few-Shotcross-domain few-shot learning	—Unverified	0
Knowledge Distillation Meets Few-Shot Learning: An Approach for Few-Shot Intent Classification Within and Across Domains	May 1, 2022	Cross-Domain Few-Shotcross-domain few-shot learning	—Unverified	0
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

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