Compactness Score: A Fast Filter Method for Unsupervised Feature Selection

no code implementations • 31 Jan 2022 • Peican Zhu, Xin Hou, Keke Tang, Zhen Wang, Feiping Nie

For feature engineering, feature selection seems to be an important research content in which is anticipated to select "excellent" features from candidate ones.

Decision Making Dimensionality Reduction +2

SolarNet: A Deep Learning Framework to Map Solar Power Plants In China From Satellite Imagery

no code implementations • 8 Dec 2019 • Xin Hou, Biao Wang, Wanqi Hu, Lei Yin, Haishan Wu

Renewable energy such as solar power is critical to fight the ever more serious climate change.

Semantic Segmentation

Transferable Adversarial Perturbations

no code implementations • ECCV 2018 • Wen Zhou, Xin Hou, Yongjun Chen, Mengyun Tang, Xiangqi Huang, Xiang Gan, Yong Yang

We first show that maximizing distance between natural images and their adversarial examples in the intermediate feature maps can improve both white-box attacks (with knowledge of the model parameters) and black-box attacks.