Papers
10
Total Citations
514
H-Index
9
About
Dhiraj Gandhi is a robotics and computer vision researcher whose work sits at the intersection of embodied AI, robot learning, and autonomous navigation. His most influential contribution, "Object Goal Navigation using Goal-Oriented Semantic Exploration" (2020, 221 citations), introduced a modular approach to navigating unseen environments, addressing critical limitations in long-term planning that plagued end-to-end learning methods. This work has become a cornerstone reference in embodied navigation research. Gandhi's broader research tackles the fundamental challenge of making robots learn effectively in real, unstructured settings. His 2018 work on reducing dataset bias through home-based robot learning pushed the field toward more generalizable policies beyond sanitized lab conditions. He contributed to the community's infrastructure through PyRobot (2019, 51 citations), an open-source framework that lowered barriers to robotics research by abstracting hardware complexity. His earlier work on curiosity-driven learning through physical interactions (2016, 77 citations) demonstrated how robots can self-supervise through exploration. Across grasping, visual imitation, sound-based action recognition, and model predictive control, Gandhi consistently bridges perception and manipulation. With over 500 cumulative citations, his research reflects a sustained commitment to building robots that learn robustly in the messy complexity of the real world.
Research Focus
Key Achievements
Top Papers
- 1Object Goal Navigation using Goal-Oriented Semantic Exploration221 citations · 2020
- 2The Curious Robot: Learning Visual Representations via Physical Interactions77 citations · 2016
- 3Robot Learning in Homes: Improving Generalization and Reducing Dataset Bias61 citations · 2018
- 4PyRobot: An Open-source Robotics Framework for Research and Benchmarking51 citations · 2019
- 5Swoosh! Rattle! Thump! - Actions that Sound35 citations · 2020
- 6Visual Imitation Made Easy22 citations · 2020
- 7Self-Supervised Exploration via Disagreement17 citations · 2019
- 8Learning to Grasp Without Seeing15 citations · 2020
- 9Design and development of underwater robot9 citations · 2015
- 10Object-centric Forward Modeling for Model Predictive Control6 citations · 2019