Suman Sapkota

Suman Sapkota

Medical AI | Optimization | Neural Network Sparsity | Generative Modeling | GANs | Interpretability

Publications

2025
Dimension Mixer: Group Mixing of Input Dimensions for Efficient Function Approximation
Suman Sapkota, Binod Bhattarai
2023
Metric Transform: Exploring beyond Affine Transform for Neural Networks
Suman Sapkota, Binod Bhattarai
2023
Neural Network Pruning for Real-time Polyp Segmentation
Suman Sapkota, Pranav Poudel, Sudarshan Regmi, Bibek Panthi, Binod Bhattarai
2023
Input Invex Neural Network
Suman Sapkota, Binod Bhattarai
2022
Noisy Heuristics NAS: A Network Morphism based Neural Architecture Search using Heuristics
Suman Sapkota, Binod Bhattarai
2022
Label Geometry Aware Discriminator for Conditional Generative Networks
Suman Sapkota, Bidur Khanal, Binod Bhattarai, Bishesh Khanal, Tae-Kyun Kim