148 citations · 164 across the 6 of their papers we have counts for
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cs.CV2021
-Cal: Calibrated aleatoric uncertainty estimation from neural networks for robot perception
Dhaivat Bhatt, Kaustubh Mani, Dishank Bansal +3
While modern deep neural networks are performant perception modules, performance (accuracy) alone is insufficient, particularly for safety-critical robotic applications such as sel…
cs.RO2021★ 1 cited
AutoLay: Benchmarking amodal layout estimation for autonomous driving
Kaustubh Mani, N. Sai Shankar, Krishna Murthy Jatavallabhula +1
Given an image or a video captured from a monocular camera, amodal layout estimation is the task of predicting semantics and occupancy in bird's eye view. The term amodal implies w…