Learning Material-Aware Local Descriptors for 3D Shapes

no code implementations • 20 Oct 2018 • Hubert Lin, Melinos Averkiou, Evangelos Kalogerakis, Balazs Kovacs, Siddhant Ranade, Vladimir G. Kim, Siddhartha Chaudhuri, Kavita Bala

Unfortunately, only a small fraction of shapes in 3D repositories are labeled with physical mate- rials, posing a challenge for learning methods.

Material Classification Retrieval

Shading Annotations in the Wild

no code implementations • CVPR 2017 • Balazs Kovacs, Sean Bell, Noah Snavely, Kavita Bala

We demonstrate the value of our data and network in an application to intrinsic images, where we can reduce decomposition artifacts produced by existing algorithms.

Image Relighting Intrinsic Image Decomposition +2

Learning Visual Clothing Style with Heterogeneous Dyadic Co-occurrences

no code implementations • ICCV 2015 • Andreas Veit, Balazs Kovacs, Sean Bell, Julian McAuley, Kavita Bala, Serge Belongie

In this paper, we propose a novel learning framework to help answer these types of questions.