Peer-reviewed & preprints

Publications

Author names in bold indicate me. See also my Google Scholar ↗.

Under Review

SeismoMind: A Zero-shot Decision-Tree Based Multimodal Large Language Model Framework for Post-Earthquake Infrastructure Damage Understanding

Huili Huang, Chengeng Liu, Max Mahdi Roozbahani, J. David Frost

Under review · Advanced Engineering Informatics
Under Review

Rockfill Compaction Control and Decision Support Framework Using Transformers with Diffusion-Assisted Data Synthesis

Chengeng Liu, Huili Huang, Chaomin Shen, Sihong Liu, J. David Frost

Under review · Computer-Aid Civil and Infrastructure Engineering
Under Review

2026

EIDSeg: A Pixel-Level Semantic Segmentation Dataset for Post-Earthquake Damage Assessment from Social Media Images

Huili Huang, Chengeng Liu, Danrong Zhang, Shail Patel, Anastasiya Masalava, Sagar Sadak, Parisa Babolhavaeji, WeiHong Low, Max Mahdi Roozbahani, J. David Frost

AAAI, AI for Social Impact (AISI), 2026
AAAI

2025

DASeg: A Domain-Adaptive Segmentation Pipeline Using Vision Foundation Models — Earthquake Damage Detection Use Case

Huili Huang, Andrew Zhang, Danrong Zhang, M. Mahdi Roozbahani, J. David Frost

Remote Sensing, 2025
Remote Sensing

Towards Enhancing the Utility of Social Media Images in Earthquake Disaster Assessment

Huili Huang, Danrong Zhang, Anastasiya Masalava, M. Mahdi Roozbahani, Nimisha Roy, J. David Frost

Earthquake Spectra, 2025
Eq. Spectra

Machine Vision-Based Intelligent Analysis Framework for Particle Breakage in Roller-Compacted Rockfills

Chengeng Liu, Chaomin Shen, Sihong Liu, Huili Huang, J. David Frost

Automation in Construction, 2025
Auto. in Constr.

From Pixel to Damage Severity: Estimating Earthquake Impacts Using Semantic Segmentation of Social Media Images

Danrong Zhang, Huili Huang, N. Simrill Smith, M. Mahdi Roozbahani, Nimisha Roy, J. David Frost

arXiv preprint, 2025
Preprint

2023

Black Marble Nighttime Light Data for Disaster Damage Assessment

Danrong Zhang, Huili Huang, Nimisha Roy, M. Mahdi Roozbahani, J. David Frost

Remote Sensing, 2023
Remote Sensing

2021

ScaleNet: An Unsupervised Representation Learning Method for Limited Information

Huili Huang, M. Mahdi Roozbahani

GCPR (German Conference on Pattern Recognition), 2021
GCPR

2018