Quan-Li Deng

Dynamics of a Discrete Memristor-Based Adaptive Activation Gradient Heterogeneous Neural Network

The activation function is an indispensable component of neural networks, and its activation gradient reflects the response speed of neuronal electrical activity. Neural networks constructed from neurons with different activation functions are more consistent with the biological plausibility of neural networks. This pa...

Memristive complex-valued neural network: Chaotic dynamics, and its application to enhanced genetic algorithm

Heterogeneous Multihead Decoding With Spatial Guidance for Remote Sensing Weakly Supervised Semantic Segmentation

Weakly supervised remote sensing semantic segmentation aims to achieve pixel-level prediction with limited annotation costs. Recently, CLIP-based methods have shown promising potential by leveraging vision-language alignment for semantic localization; however, they often suffer from ambiguous semantic representations a...