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Posts by Collection
portfolio
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publications
Application of Image Segmentation in Surface Water Extraction of Freshwater Lakes using Radar Data
Published in ISPRS International Journal of Geo-Information, 2020
Applies semantic segmentation to SAR imagery to map surface water in freshwater lakes for hydrologic monitoring.
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Exploring Adversarial Robustness of Deep Metric Learning
Published in arXiv preprint, 2021
Empirically studies how adversarial examples behave in deep metric learning and defenses to improve the robustness of deep metric learning.
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Towards Diffeomorphism Invariant Convolution Neural Networks
Published in Differential Geometry in Computer Vision and Machine Learning workshop, CVPR, 2021
Develops convolutional blocks through jacobian space whose outputs are stable under diffeomorphic deformations of the input domain.
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A Guided Latent Dirichlet Allocation Approach to Investigate Real-time Latent Topics of Twitter Data during Hurricane Laura
Published in Journal of Information Science, 2021
Uses guided LDA to track evolving public discussion themes in Twitter data collected during Hurricane Laura.
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TransMAD: Transformer-based Masked Adversarial Defenses to Patch Attacks
Published in Preprint, 2023
Introduces a transformer-based masked adversarial defense with simple plug-in that reduces vulnerability to patch attacks while maintaining high performance on benign data.
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OpenMAP-BrainAge: Generalizable and Interpretable Brain Age Predictor
Published in Radiology Advances, 2025
A multiview transformer framework with infomration fusion across different anatomical views and numerical brain volume features for brain age prediction in linear computational cost, which emphasizes generalization across sites and interpretability of imaging features.
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Clinically Interpretable Transformer Model Reveals Neurodevelopmental Delay in Preterm and NICU Infants Using Diffusion MRI
Published in Accepted, ISMRM, 2026
A clinically interpretable transformer applied to diffusion MRI to predict biological brain age of neonates and discover associations between neurodevelopmental delay to preterm and NICU conditions.
OpenMAP-HIE: Pathology Informed Score-based Diffusion Model for Unsupervised Neonatal Hypoxic-Ischemic Encephalopathy Lesion Segmentation
Published in Preprint, 2026
A pathology-informed score-based diffusion model that localizes neonatal HIE lesions on ADC maps without voxel-wise lesion supervision.
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talks
Talk 1 on Relevant Topic in Your Field
Published:
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Conference Proceeding talk 3 on Relevant Topic in Your Field
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teaching
Teaching experience 1
Undergraduate course, University 1, Department, 2014
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Teaching experience 2
Workshop, University 1, Department, 2015
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