activity
20142023
most citedError-Bounded Correction of Noisy Labels

40 citations · 168 across the 23 of their papers we have counts for

collaborators
Showing 2021Show all

6 papers · 1 filter

eess.SP2021★ 5 cited

AI and conventional methods for UCT projection data estimation

Ankur Kumar, Prasunika Khare, Mayank Goswami

A 2D Compact ultrasound computerized tomography (UCT) system is developed. Fully automatic post processing tools involving signal and image processing are developed as well. Square…

eess.SP2021★ 33 cited

AI Algorithm for Mode Classification of PCF SPR Sensor Design

Prasunika Khare, Mayank Goswami

Photonic Crystal Fiber design based on surface plasmon resonance phenomenon (PCF SPR) is optimized before it is fabricated for a particular application. An artificial intelligence…

eess.IV2021★ 20 cited

Deep Learning models for benign and malign Ocular Tumor Growth Estimation

Mayank Goswami

Relatively abundant availability of medical imaging data has provided significant support in the development and testing of Neural Network based image processing methods. Clinician…

cs.LG2021★ 2 cited

Topological Detection of Trojaned Neural Networks

Songzhu Zheng, Yikai Zhang, Hubert Wagner +2

Deep neural networks are known to have security issues. One particular threat is the Trojan attack. It occurs when the attackers stealthily manipulate the model's behavior through…

cs.LG2021★ 32 cited

Learning with Feature-Dependent Label Noise: A Progressive Approach

Yikai Zhang, Songzhu Zheng, Pengxiang Wu +2

Label noise is frequently observed in real-world large-scale datasets. The noise is introduced due to a variety of reasons; it is heterogeneous and feature-dependent. Most existing…

cs.LG2021★ 4 cited

Stability of SGD: Tightness Analysis and Improved Bounds

Yikai Zhang, Wenjia Zhang, Sammy Bald +3

Stochastic Gradient Descent (SGD) based methods have been widely used for training large-scale machine learning models that also generalize well in practice. Several explanations h…