1 citations · 1 across the 8 of their papers we have counts for
8 papers
Metric as Transform: Exploring beyond Affine Transform for Interpretable Neural Network
Suman Sapkota
Artificial Neural Networks of varying architectures are generally paired with affine transformation at the core. However, we find dot product neurons with global influence less int…
Dimension Mixer: Group Mixing of Input Dimensions for Efficient Function Approximation
Suman Sapkota, Binod Bhattarai
The recent success of multiple neural architectures like CNNs, Transformers, and MLP-Mixers motivated us to look for similarities and differences between them. We found that these…
Importance Estimation with Random Gradient for Neural Network Pruning
Suman Sapkota, Binod Bhattarai
Global Neuron Importance Estimation is used to prune neural networks for efficiency reasons. To determine the global importance of each neuron or convolutional kernel, most of the…
Neural Network Pruning for Real-time Polyp Segmentation
Suman Sapkota, Pranav Poudel, Sudarshan Regmi +2
Computer-assisted treatment has emerged as a viable application of medical imaging, owing to the efficacy of deep learning models. Real-time inference speed remains a key requireme…
Noisy Heuristics NAS: A Network Morphism based Neural Architecture Search using Heuristics
Suman Sapkota, Binod Bhattarai
Network Morphism based Neural Architecture Search (NAS) is one of the most efficient methods, however, knowing where and when to add new neurons or remove dis-functional ones is ge…
Brand Label Albedo Extraction of eCommerce Products using Generative Adversarial Network
Suman Sapkota, Manish Juneja, Laurynas Keleras +2
In this paper we present our solution to extract albedo of branded labels for e-commerce products. To this end, we generate a large-scale photo-realistic synthetic data set for alb…
Input Invex Neural Network
Suman Sapkota, Binod Bhattarai
Connected decision boundaries are useful in several tasks like image segmentation, clustering, alpha-shape or defining a region in nD-space. However, the machine learning literatur…
Label Geometry Aware Discriminator for Conditional Generative Networks
Suman Sapkota, Bidur Khanal, Binod Bhattarai +2
Multi-domain image-to-image translation with conditional Generative Adversarial Networks (GANs) can generate highly photo realistic images with desired target classes, yet these sy…