PATENTS
Human-in-loop pipeline for Document Understanding [patent]
US20210085278A1 · Iron Mountain · 2021
- Architected a human-in-the-loop, event-driven pipeline for Document Understanding tasks deployed on Google Cloud Platform. The system delivered significant cost savings and demonstrated broad applicability across multiple industry verticals at Iron Mountain Insight.
PUBLICATIONS
EVA: A Visual Data Management System [paper] [project site]
ACM SIGMOD/DEEM 2023 · Georgia Tech Database Group
- EVA is a visual data management system (think MySQL for videos). It supports a declarative SQL-like language and a wide range of commonly used computer vision models. The key idea behind EVA is that simple to moderate analysis on videos should be as easy as writing SQL queries.
- Contributed SQL-like query support for videos and images, with relational-database–inspired optimizations such as function caching, sampling, and cost-based operator reordering to accelerate deep learning pipelines.
Anomalous Content from Surveillance Videos [paper]
IEEE ICinPro 2019 · Samsung Research India
- Tackled the high false-positive rates in conventional surveillance monitoring systems — the kind that fire alerts every time a smart-home camera detects motion. The goal was a system that could distinguish routine activity from genuinely anomalous events.
- Used Facebook’s C3D to extract spatiotemporal features from surveillance videos in the UCF-Crimes dataset, then trained a multi-input CNN. The regression-based formulation reliably correlated highly anomalous video segments with high regression scores.
REVIEWING
- IEEE ICEdge 2026 — Technical Program Committee · IEEE Symposium on Intelligent Edge Computing, IISc Bengaluru, December 2026.
- PervasiveHealth 2026 — Reviewer · 20th EAI International Conference on Pervasive Computing Technologies for Healthcare, Beijing, October 2026.
- IEEE AIIoT 2026 — Reviewer · 7th IEEE World AI IoT Congress, Seattle, May 2026.
- HMSS 2026 — Program Committee · International Conference on Health Medical Systems and Services.