Sponsored Projects (selected)

DARPA KAIROS
Schema‑guided event understanding from video, image & text streams (Tech‑lead, 2019 – 2024). (final system description)

Mobility 21 UTC
Semantic perception module for AVs to detect & predict road‑user behaviour (2022 – 2023) (final report).
Digital Twins for Manufacturing Resiliency
ML‑driven twin platform for forecasting material‑supply shocks via multimedia analytics. The system fuses multi‑modal demand/supply signals (news, logistics feeds, ERP exports) with temporal models (sequence learners & temporal GNNs) and a supply‑chain knowledge graph linking tier‑n suppliers. Outputs include early‑warning dashboards, risk propagation maps, and what‑if stress tests for procurement. (project page; arXiv preprint).

CMU–AIST Bridge Project
Human‑Inclusive Dynamic Control & Navigation (CMU–AIST Bridge, 2024 – present). Key publications: HA‑VLN (NeurIPS 24 Spotlight); ProMQA (NAACL 25 Oral); VG Dialogue (AAAI 25 Oral).

NIST PSIAP 2017
Geo-spatial fusion of live & crowd-sourced video for first-responder dashboards (2017 – 2019).

IARPA DIVA
Real-time multi-camera analytics with graph reasoning for critical-activity detection (2017 – 2021).
Sponsored by



