3 papers
cs.CV2026
Visual Distribution Anchoring for Efficient Prompt Tuning
Pouya Parsa, Raoof Zare Moayedi, Seongjin Choi
Prompt tuning adapts vision--language models with few trainable parameters, but existing approaches trade off efficiency and adaptation: static textual prompts can overfit source c…
eess.SY2026
Can the Cloud Drive? Infrastructure Feasibility of Offloading Autonomous Driving Across 5G and 6G
Pouya Parsa, Kawon Han, Seongjin Choi
Frontier autonomous-driving models -- especially vision-language-action (VLA) models, whose forward pass approaches 60~TFLOPs -- are outgrowing economical onboard deployment,…
cs.CV2025
Video-based Vehicle Surveillance in the Wild: License Plate, Make, and Model Recognition with Self Reflective Vision-Language Models
Pouya Parsa, Keya Li, Kara M. Kockelman +1
Automatic license plate recognition (ALPR) and vehicle make and model recognition underpin intelligent transportation systems, supporting law enforcement, toll collection, and post…