4 papers
ResLink: A Novel Deep Learning Architecture for Brain Tumor Classification with Area Attention and Residual Connections
Sumedha Arya, Nirmal Gaud
Brain tumors show significant health challenges due to their potential to cause critical neurological functions. Early and accurate diagnosis is crucial for effective treatment. In…
Enhanced NIRMAL Optimizer With Damped Nesterov Acceleration: A Comparative Analysis
Nirmal Gaud, Prasad Krishna Murthy, Mostaque Md. Morshedur Hassan +4
This study introduces the Enhanced NIRMAL (Novel Integrated Robust Multi-Adaptation Learning with Damped Nesterov Acceleration) optimizer, an improved version of the original NIRMA…
NIRMAL Pooling: An Adaptive Max Pooling Approach with Non-linear Activation for Enhanced Image Classification
Nirmal Gaud, Krishna Kumar Jha, Jhimli Adhikari +12
This paper presents NIRMAL Pooling, a novel pooling layer for Convolutional Neural Networks (CNNs) that integrates adaptive max pooling with non-linear activation function for imag…
Comparative Analysis of Novel NIRMAL Optimizer Against Adam and SGD with Momentum
Nirmal Gaud, Surej Mouli, Preeti Katiyar +1
This study proposes NIRMAL (Novel Integrated Robust Multi-Adaptation Learning), a novel optimization algorithm that combines multiple strategies inspired by the movements of the ch…