Search Results for author: John Cai

Found 3 papers, 1 papers with code

DAMSL: Domain Agnostic Meta Score-based Learning

1 code implementation6 Jun 2021 John Cai, Bill Cai, ShengMei Shen

In this paper, we propose Domain Agnostic Meta Score-based Learning (DAMSL), a novel, versatile and highly effective solution that delivers significant out-performance over state-of-the-art methods for cross-domain few-shot learning.

cross-domain few-shot learning Transfer Learning

SB-MTL: Score-based Meta Transfer-Learning for Cross-Domain Few-Shot Learning

no code implementations3 Dec 2020 John Cai, Bill Cai, Sheng Mei Shen

Our method, called Score-based Meta Transfer-Learning (SB-MTL), combines transfer-learning and meta-learning by using a MAML-optimized feature encoder and a score-based Graph Neural Network.

cross-domain few-shot learning Domain Adaptation +1

Cross-Domain Few-Shot Learning with Meta Fine-Tuning

no code implementations21 May 2020 John Cai, Sheng Mei Shen

In our final results, we combine the novel method with the baseline method in a simple ensemble, and achieve an average accuracy of 73. 78% on the benchmark.

cross-domain few-shot learning Data Augmentation +2

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