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Efficient Scene Compression for Visual-based Localization


Authors:  MarcelaMera-Trujillo, BenjaminSmith, VictorFragoso....
Published date-11/27/2020
Tasks:  3DReconstruction

Abstract: Estimating the pose of a camera with respect to a 3D reconstruction or scene representation is a crucial step for many mixed reality and robotics applications. Given the vast amount …

Simulation-efficient marginal posterior estimation with swyft: stop wasting your precious time


Authors:  BenjaminKurtMiller, AlexCole, GillesLouppe....
Published date-11/27/2020
Tasks:  BayesianInference

Abstract: We present algorithms (a) for nested neural likelihood-to-evidence ratio estimation, and (b) for simulation reuse via an inhomogeneous Poisson point process cache of parameters and corresponding simulations. Together, these algorithms …

Generalized Pose-and-Scale Estimation using 4-Point Congruence Constraints


Authors:  VictorFragoso, SudiptaSinha....
Published date-11/27/2020

Abstract: We present gP4Pc, a new method for computing the absolute pose of a generalized camera with unknown internal scale from four corresponding 3D point-and-ray pairs. Unlike most pose-and-scale methods, gP4Pc …

Efficient Information Diffusion in Time-Varying Graphs through Deep Reinforcement Learning


Authors:  MatheusR.F.Mendonça, AndréM.S.Barreto, ArturZiviani....
Published date-11/27/2020
Tasks:  GraphEmbedding

Abstract: Network seeding for efficient information diffusion over time-varying graphs~(TVGs) is a challenging task with many real-world applications. There are several ways to model this spatio-temporal influence maximization problem, but the …

Generalization in Reinforcement Learning by Soft Data Augmentation


Authors:  NicklasHansen, XiaolongWang....
Published date-11/26/2020
Tasks:  DataAugmentation

Abstract: Extensive efforts have been made to improve the generalization ability of Reinforcement Learning (RL) methods via domain randomization and data augmentation. However, as more factors of variation are introduced during …

TinaFace: Strong but Simple Baseline for Face Detection


Authors:  YanjiaZhu, HongxiangCai, ShuhanZhang....
Published date-11/26/2020
Tasks:  DataAugmentation, FaceDetection, ObjectDetection

Abstract: Face detection has received intensive attention in recent years. Many works present lots of special methods for face detection from different perspectives like model architecture, data augmentation, label assignment and …

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