Publications

Selected papers and preprints in computer vision, multimodal learning, medical image analysis, and accessibility AI. The annotated list with citation export also lives on the homepage publications explorer.

Modular Deep Learning Mechanisms for Auditable Next-Day Wildfire Spread Prediction
2026 · Under submission — arXiv preprint arXiv:2609.17763
arXiv
Characterizing an On-Device Depth-Aware Multimodal Workload in Assistive Navigation for Blind and Low-Vision Users
2026 · Accepted - IISWC 2026 · Aydin Ayanzadeh, Tim Oates
LLM-Guided Agentic Floor Plan Parsing for Accessible Indoor Navigation of Blind and Low-Vision People
2026 · Accepted - CVPR 2026
WildfireVLM: AI-Powered Analysis for Early Wildfire Detection Using Satellite Imagery

2026 · Accepted - IGARSS 2026

arXiv Slides WildfireVLM Website
Floorplan2Guide: LLM-Guided Floorplan Parsing for BLV Indoor Navigation
2025 · IEEE Big Data 2025, arXiv preprint arXiv:2512.12177
arXiv
PURSUhInT: In Search of Informative Hint Points Based on Layer Clustering for Knowledge Distillation
2023 · Expert Systems with Applications, vol. 213, 119040, 2023
DOI
Improved cell segmentation using deep learning in label-free optical microscopy images
2021 · Turkish Journal of Electrical Engineering and Computer Sciences
DOI
Representation learning using graph autoencoders with residual connections
2021 · arXiv preprint arXiv:2105.00695
arXiv
Deep Learning based Segmentation Pipeline for Label-Free Phase-Contrast Microscopy Images
2020 · SIU 2020, IEEE
DOI
Graph Embedding For Link Prediction Using Residual Variational Graph Autoencoders
2020 · SIU 2020, IEEE
DOI
A New Class of Scaling Matrices for Scaled Trust Region Algorithms
2019 · arXiv preprint arXiv:1904.09209
arXiv
Cell Segmentation of 2D Phase-Contrast Microscopy Images with Deep Learning Method
2019 · TIPTEKNO 2019, IEEE
DOI
Automated Segmentation of Cells in Phase Contrast Optical Microscopy Time Series Images
2019 · TIPTEKNO 2019, IEEE
DOI
Modified Deep Neural Networks for Dog Breeds Identification
2018 · Preprints
Link
A Modified Ant colony Based Approach to Digital Image Edge Detection
2015 · KBEI 2015, IEEE
DOI
Gaussian Three-Dimensional kernel SVM for Edge Detection Applications
2015 · International Conference on New Research Findings in Electrical Engineering and Computer Science
Automated analysis of phase-contrast optical microscopy time-lapse images: application to wound healing and cell motility assays of breast cancer
2023 · Academic Press book chapter
DOI

Google Scholar profile · ORCID

Publications

Modular Deep Learning Mechanisms for Auditable Next-Day Wildfire Spread Prediction

Characterizing an On-Device Depth-Aware Multimodal Workload in Assistive Navigation for Blind and Low-Vision Users

LLM-Guided Agentic Floor Plan Parsing for Accessible Indoor Navigation of Blind and Low-Vision People

WildfireVLM: AI-Powered Analysis for Early Wildfire Detection Using Satellite Imagery

Floorplan2Guide: LLM-Guided Floorplan Parsing for BLV Indoor Navigation

PURSUhInT: In Search of Informative Hint Points Based on Layer Clustering for Knowledge Distillation

Improved cell segmentation using deep learning in label-free optical microscopy images

Representation learning using graph autoencoders with residual connections

Deep Learning based Segmentation Pipeline for Label-Free Phase-Contrast Microscopy Images

Graph Embedding For Link Prediction Using Residual Variational Graph Autoencoders

A New Class of Scaling Matrices for Scaled Trust Region Algorithms

Cell Segmentation of 2D Phase-Contrast Microscopy Images with Deep Learning Method

Automated Segmentation of Cells in Phase Contrast Optical Microscopy Time Series Images

Modified Deep Neural Networks for Dog Breeds Identification

A Modified Ant colony Based Approach to Digital Image Edge Detection

Gaussian Three-Dimensional kernel SVM for Edge Detection Applications

Automated analysis of phase-contrast optical microscopy time-lapse images: application to wound healing and cell motility assays of breast cancer