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A simple document created with LaTeX.

This template was originally published on ShareLaTeX and subsequently moved to Overleaf in November 2019.

Plantilla para tesis de pregrado, programa de ingeniería eléctrica UTP. Se recomienda ver la plantilla para presentaciones.

A template to be used for senior theses at Bard College at Simon's Rock.

A Mathematical Modeling Project Template, with example LaTeX for including graphs, tables and citations.

A simple timetable template with colour-coordinated events. This template was originally published on ShareLaTeX and subsequently moved to Overleaf in November 2019.

A simple document created with LaTeX.

Paper presented at ICCV 2019. This paper targets the task with discrete and periodic class labels (e.g., pose/orientation estimation) in the context of deep learning. The commonly used cross-entropy or regression loss is not well matched to this problem as they ignore the periodic nature of the labels and the class similarity, or assume labels are continuous value. We propose to incorporate inter-class correlations in a Wasserstein training framework by pre-defining (i.e., using arc length of a circle) or adaptively learning the ground metric. We extend the ground metric as a linear, convex or concave increasing function w.r.t. arc length from an optimization perspective. We also propose to construct the conservative target labels which model the inlier and outlier noises using a wrapped unimodal-uniform mixture distribution. Unlike the one-hot setting, the conservative label makes the computation of Wasserstein distance more challenging. We systematically conclude the practical closed-form solution of Wasserstein distance for pose data with either one-hot or conservative target label. We evaluate our method on head, body, vehicle and 3D object pose benchmarks with exhaustive ablation studies. The Wasserstein loss obtaining superior performance over the current methods, especially using convex mapping function for ground metric, conservative label, and closed-form solution.

template for EE8001