2 papers
cs.RO2025
Uncertainty Quantification for Visual Object Pose Estimation: S-Lemma Ellipsoidal Bounds
Lorenzo Shaikewitz, Charis Georgiou, Luca Carlone
Quantifying the uncertainty of an object's pose estimate is essential for robust control and planning. Although pose estimation is a well-studied robotics problem, attaching statis…
cs.LG2024
Outlier-Robust Training of Machine Learning Models
Rajat Talak, Charis Georgiou, Jingnan Shi +1
Robust training of machine learning models in the presence of outliers has garnered attention across various domains. The use of robust losses is a popular approach and is known to…