Level 5 Robot Vision Clean Home Future

In this brief presentation, Mehul Nariyawala articulates a bold vision for a fully autonomous Level 5 indoor robot that can clean a home without any user interaction—simply by stating a desire for a clean house. He explains that the team is rebuilding the entire stack from the ground up, leveraging a deep-rooted background in computer vision rather than traditional robotics. Nariyawala highlights his co‑founder and CEO, Navneet Dalal, whose PhD work on the Histogram of Oriented Gradients (HOG) has amassed over 45,000 citations and earned the CVPR Test‑of‑Time and Hisingen awards, underscoring the team’s pedigree in foundational vision research. He also notes that the company has been developing computer‑vision‑centric products since 2005, positioning this experience as the foundation for achieving the Level 5 robot vision.










