Intelligent Multi-channel Meta-imagers for Accelerating Machine Vision

no code implementations • 12 Jun 2023 • Hanyu Zheng, Quan Liu, Ivan I. Kravchenko, Xiaomeng Zhang, Yuankai Huo, Jason G. Valentine

Rapid developments in machine vision have led to advances in a variety of industries, from medical image analysis to autonomous systems.

Decision Making

Asymptotic Properties of the Synthetic Control Method

no code implementations • 22 Nov 2022 • Xiaomeng Zhang, Wendun Wang, Xinyu Zhang

This paper provides new insights into the asymptotic properties of the synthetic control method (SCM).

Defective Convolutional Layers Learn Robust CNNs

no code implementations • 25 Sep 2019 • Tiange Luo, Tianle Cai, Xiaomeng Zhang, Siyu Chen, Di He, LiWei Wang

We first show that predictions made by the defective CNN are less dependent on textural information, but more on shape information, and further find that adversarial examples generated by the defective CNN appear to have semantic shapes.

Building Change Detection for Remote Sensing Images Using a Dual Task Constrained Deep Siamese Convolutional Network Model

no code implementations • 17 Sep 2019 • Yi Liu, Chao Pang, Zongqian Zhan, Xiaomeng Zhang, Xue Yang

In recent years, building change detection methods have made great progress by introducing deep learning, but they still suffer from the problem of the extracted features not being discriminative enough, resulting in incomplete regions and irregular boundaries.

Building change detection for remote sensing images Change Detection +3