← Search

Saumitro Dasgupta

2 accepted papers

2017

End-To-End Learning of Geometry and Context for Deep Stereo Regression

ICCV 2017spotlight

We propose a novel deep learning architecture for regressing disparity from a rectified pair of stereo images. We leverage knowledge of the problem's geometry to form a cost volume using deep feature representations. We learn to incorporate contextual information using 3-D convolutions over this vol…

Cited by 1619PDFScholar
2016

DeLay: Robust Spatial Layout Estimation for Cluttered Indoor Scenes

CVPR 2016poster

We consider the problem of estimating the spatial layout of an indoor scene from a monocular RGB image, modeled as the projection of a 3D cuboid. Existing solutions to this problem often rely strongly on hand-engineered features and vanishing point detection, which are prone to failure in the presen…

Cited by 189PDFScholar