# Recent Publications

## Deep Layer Aggregation

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

### 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

**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

**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

**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

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

### Comparing seven spectral methods for interpolation and for solving the Poisson equation in a disk: Zernike polynomials, Loganâ€“Shepp ridge polynomials, Chebyshevâ€“Fourier Series, cylindrical Robert functions, Besselâ€“Fourier expansions, square-to-disk conformal mapping and radial basis functions

**Journal of Computational Physics 2011** We compare seven different strategies for computing spectrally-accurate approximations or differential equation solutions in a disk.