Advances in Brain-Inspired Deep Neural Networks for Adversarial Defense

R Li, M Ke, Z Dong, L Wang, T Zhang, M Du, G Wang - Electronics, 2024 - mdpi.com
Deep convolutional neural networks (DCNNs) have achieved impressive performance in
image recognition, object detection, etc. Nevertheless, they are susceptible to adversarial …

Two revised deep neural networks and their applications in quantitative analysis based on near-infrared spectroscopy

HH Huang, JF Luo, F Gan, PK Hopke - Applied Sciences, 2023 - mdpi.com
Small data sets make develo** calibration models using deep neural networks difficult
because it is easy to overfit the system. We developed two deep neural network …

Multimodal vehicle trajectory prediction based on intention inference with lane graph representation

Y Chen, Y Zou, Y **e, Y Zhang, J Tang - Expert Systems with Applications, 2025 - Elsevier
Accurately predicting the trajectories of nearby vehicles is a crucial and complex task in
autonomous driving due to the inherent uncertainty in driving behavior. Multimodal trajectory …

Mitigating biases in long-tailed recognition via semantic-guided feature transfer

S Shi, P Wang, X Zhang, J Fan - Neurocomputing, 2024 - Elsevier
Dealing with significant class imbalance poses a significant challenge in various real-world
applications, particularly when the accurate classification and generalization of minority …

Prediction of Pile Running during Installation Using Deep Learning Method

B He, R Shi, Q Guan, Y Yang - Journal of Marine Science and …, 2024 - mdpi.com
Pile running during the installation of offshore large diameter pipe piles poses a significant
challenge to construction safety and pile bearing capacity. This paper proposes a deep …

Interpretability of Deep Network Structures for SAR Image Target Recognition Based on Generative Adversarial Mask

Y Zhang, J Geng, W Jiang - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
Deep neural networks (DNN) have been widely used in SAR image Target recognition and
have achieved great success. However, the black box attribute of DNN makes the …