MSR Thesis Defense
MSR Student
Robotics Institute,
Carnegie Mellon University

Online-Adaptive Self-Supervised Learning with Visual Foundation Models for Autonomous Off-Road Driving

3305 Newell-Simon Hall

Abstract: Autonomous robot navigation in off-road environments currently presents a number of challenges. The lack of structure makes it difficult to handcraft geometry-based heuristics that are robust to the diverse set of scenarios the robot might encounter. Many of the learned methods that work well in urban scenarios require massive amounts of hand-labeled data, but [...]