Julian Yarkony — accepted AI-conference papers

2018

Accelerating Dynamic Programs via Nested Benders Decomposition with Application to Multi-Person Pose Estimation

Shaofei Wang, Alexander Ihler, Konrad Kording, Julian Yarkony

ECCV 2018poster

We present a novel approach to solve dynamic programs (DP), which are frequent in computer vision, on tree-structured graphs with exponential node state space. Typical DP approaches have to enumerate the joint state space of two adjacent nodes on every edge of the tree to compute the optimal message…

Cited by 14 Source ↗PDF ↗Scholar ↗

2017

Tracking Objects with Higher Order Interactions via Delayed Column Generation

Shaofei Wang, Steffen Wolf, Charless Fowlkes, Julian Yarkony

AISTATS 2017poster

We study the problem of multi-target tracking and data association in video. We formulate this in terms of selecting a subset of high-quality tracks subject to the constraint that no pair of selected tracks is associated with a common detection (of an object). This objective is equivalent to the cla…

Cited by 13 Source ↗PDF ↗Scholar ↗