AI-assisted annotation of 3D sparse data

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Tutor / Supervisor

Fidler, Sanja

Student

Clergue, Louis

Document type

Bachelor thesis

Date

2019

rights

Open AccessOpen Access

Publisher

Universitat Politècnica de Catalunya



Abstract

Develop a method of annotating 3d sparse data (point cloud) in an efficient way with the help of deep neural network models and user corrections. Take the approach of human-in-the-loop to refine a AI generated fine annotation of the data. Focus on the task of self-driving cars and lidar sensor observations. The model generates a denser representation of the data and refines it by leveraging interactive human 2d annotations.

Entitat col·laboradora

University of Toronto. Vector Institute

Location

1 1701, University Ave, Toronto, ON M5G 1M1, Canadà
1 - 1701, University Ave, Toronto, ON M5G 1M1, Canadà
Marker
user

Participating teacher

  • Fidler, Sanja

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