Hongguang Zhang

Few-Shot Learning via Saliency-Guided Hallucination of Samples

Hongguang Zhang, Jing Zhang, Piotr Koniusz · 2019 · 235 citations

Few-shot Learning, Engineering, Machine Learning +16

Zero-Shot Kernel Learning

Hongguang Zhang, Piotr Koniusz · 2018 · 106 citations

Few-shot Learning, Engineering, Machine Learning +16

Power Normalizations in Fine-Grained Image, Few-Shot Image and Graph Classification

Piotr Koniusz, Hongguang Zhang · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2021 · 67 citations · Full text

Few-shot Learning, Geometric Learning, Convolutional Neural Network +20

Rethinking Class Relations: Absolute-relative Supervised and Unsupervised Few-shot Learning

Hongguang Zhang, Piotr Koniusz, Songlei Jian et al. · 2021 · 67 citations

Few-shot Learning, Class Relations, Engineering +17

A Deeper Look at Power Normalizations

Piotr Koniusz, Hongguang Zhang, Fatih Porikli · 2018 · 60 citations

Geometric Learning, Convolutional Neural Network, Engineering +19