Publications by authors named "Amit Kumar Saxena"
Cancer Invest
December 2024
Article Synopsis
- The study focuses on using hybrid deep learning techniques to predict brain cancer and assess the risk of brain hemorrhage, which are crucial for effective patient treatment.
- It utilizes advanced image processing methods like Unsymmetrical Trimmed Median Filter and Chan-Vese segmentation to enhance MRI and CT scan images for better accuracy.
- The research employs Multi-Head Self-Attention Dilated Convolution Neural Network (MH-SA-DCNN) for detecting brain tumors, along with a Graph-Based Deep Neural Network (G-DNN) to evaluate spatial relationships and risk, while fine-tuning the model with Cox regression and Osprey optimization algorithm.
