Osama Mohammed Afzal

Osama Mohammed Afzal
National University of Sciences and Technology | NUST · Department of Computing

About

2
Publications
281
Reads
How we measure 'reads'
A 'read' is counted each time someone views a publication summary (such as the title, abstract, and list of authors), clicks on a figure, or views or downloads the full-text. Learn more
10
Citations
Introduction
Skills and Expertise
Machine Learning
Image Processing
Computer Vision
Classification
Supervised Learning

Publications

Publications (2)
On Smart Gaze Based Annotation of Histopathology Images for Training of Deep Convolutional Neural Networks
Article
  • Feb 2022
Unavailability of large training datasets is a bottleneck that needs to be overcome to realize the true potential of deep learning in histopathology applications. Although slide digitization via whole slide imaging scanners has increased the speed of data acquisition, labeling of virtual slides requires a substantial time investment from pathologis...
View
Fig. 1. Examples of KPs of different shapes and sizes.
Fig. 2. Gaze Annotation vs Hand Annotation Pipeline
Fig. 3. Identification of ROIs on WSI using gaze patterns followed by...
Fig. 5. Impact of Thresholding and Kernel Size: Higher threshold values...
+1 Fig. 6. mIOU as a function of Kernel Size and Scaling Factor
On Smart Gaze based Annotation of Histopathology Images for Training of Deep Convolutional Neural Networks
Preprint
Full-text available
  • Feb 2022
Unavailability of large training datasets is a bottleneck that needs to be overcome to realize the true potential of deep learning in histopathology applications. Although slide digitization via whole slide imaging scanners has increased the speed of data acquisition, labeling of virtual slides requires a substantial time investment from pathologis...
View

Network

Cited
View All
Cited By
View All