activity
20182024
most citedDomain Generalization via Inference-time Label-Preserving Target Projections

4 citations · 8 across the 7 of their papers we have counts for

collaborators

7 papers

cs.CV2024

MeasureNet: Measurement Based Celiac Disease Identification

Aayush Kumar Tyagi, Vaibhav Mishra, Ashok Tiwari +5

Celiac disease is an autoimmune disorder triggered by the consumption of gluten. It causes damage to the villi, the finger-like projections in the small intestine that are responsi…

cs.CV2023

DeGPR: Deep Guided Posterior Regularization for Multi-Class Cell Detection and Counting

Aayush Kumar Tyagi, Chirag Mohapatra, Prasenjit Das +4

Multi-class cell detection and counting is an essential task for many pathological diagnoses. Manual counting is tedious and often leads to inter-observer variations among patholog…

cs.LG2021★ 4 cited

Domain Generalization via Inference-time Label-Preserving Target Projections

Prashant Pandey, Mrigank Raman, Sumanth Varambally +1

Generalization of machine learning models trained on a set of source domains on unseen target domains with different statistics, is a challenging problem. While many approaches hav…

cs.CV2020★ 1 cited

Discrepancy Minimization in Domain Generalization with Generative Nearest Neighbors

Prashant Pandey, Mrigank Raman, Sumanth Varambally +1

Domain generalization (DG) deals with the problem of domain shift where a machine learning model trained on multiple-source domains fail to generalize well on a target domain with…

cs.CV2020

Unsupervised Domain Adaptation for Semantic Segmentation of NIR Images through Generative Latent Search

Prashant Pandey, Aayush Kumar Tyagi, Sameer Ambekar +1

Segmentation of the pixels corresponding to human skin is an essential first step in multiple applications ranging from surveillance to heart-rate estimation from remote-photopleth…

cs.CV2020

Target-Independent Domain Adaptation for WBC Classification using Generative Latent Search

Prashant Pandey, Prathosh AP, Vinay Kyatham +2

Automating the classification of camera-obtained microscopic images of White Blood Cells (WBCs) and related cell subtypes has assumed importance since it aids the laborious manual…