Recent Publications

Deep Layer Aggregation

Deep Layer Aggregation

CVPR 2018 Oral We augment standard architectures with deeper aggregation to better fuse information across layers.

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LSUN: Construction of a Large-scale Image Dataset using Deep Learning with Humans in the Loop

LSUN: Construction of a Large-scale Image Dataset using Deep Learning with Humans in the Loop

arXiv 2015 We propose to amplify human effort through a partially automated labeling scheme, leveraging deep learning with humans in the loop.

Semantic Alignment of LiDAR Data at City Scale

Semantic Alignment of LiDAR Data at City Scale

CVPR 2015 We propose an automatic algorithm for global alignment of LiDAR data collected with Google Street View cars in urban environments.

3D ShapeNets: A Deep Representation for Volumetric Shapes

3D ShapeNets: A Deep Representation for Volumetric Shapes

CVPR 2015 Oral We propose to represent a geometric 3D shape as a probability distribution of binary variables on a 3D voxel grid.

3D Reconstruction from Accidental Motion

3D Reconstruction from Accidental Motion

CVPR 2014 We have discovered that 3D reconstruction can be achieved from a single still photographic capture due to accidental motions of the photographer.

HelpingHand: Example-based Stroke Stylization

HelpingHand: Example-based Stroke Stylization

Siggraph 2012 This paper presents a data-driven approach for synthesizing the 6D hand gesture data for users of low-quality input devices.