Projects
Current and past research projects.

Elektra Autonomous Vehicle
An experimental autonomous vehicle platform built at UAB with full perception, planning, and control systems.

SYNTHIA
A pioneering synthetic dataset for semantic segmentation of urban scenes, licensed to Intel, Audi, and Huawei. Published at CVPR 2016.
synthia-dataset.net

BigDocs
An open, permissively licensed dataset for training multimodal models on document and code tasks. Published at ICLR 2025.
bigdocs.github.io

WorkArena & BrowserGym
Open benchmarks and environments for evaluating web agents on real enterprise tasks. Published at ICML 2024.
servicenow.github.io

Apriel Model Family
Open-source language models for enterprise AI, including Apriel-1.5, AprielReasoner, and AprielGuard.
huggingface.co

AI Tools for Indigenous Languages
NSERC-funded project building multimodal AI translation and literacy tools for the Matsigenka and Inuktitut communities.