paper-with-me

Papers Sequential Place Learning

“Sequential Place Learning” 태그가 달린 논문 4편 · 필터 해제

Sequential Place Learning: Heuristic-Free High-Performance Long-Term Place Recognition

2021-03-02 · Marvin Chancán, Michael Milford

Sequential matching using hand-crafted heuristics has been standard practice in route-based place recognition for enhancing pairwise similarity results for nearly a decade. However, precision-recall performance of these …

Autonomous DrivingAutonomous NavigationAutonomous VehiclesImage Retrieval+13

SeqNet: Learning Descriptors for Sequence-based Hierarchical Place Recognition

2021-02-23 · Sourav Garg, Michael Milford

Visual Place Recognition (VPR) is the task of matching current visual imagery from a camera to images stored in a reference map of the environment. While initial VPR systems used simple direct image methods or hand-craft…

Autonomous DrivingImage RetrievalRepresentation LearningSequential Place Learning+4

DeepSeqSLAM: A Trainable CNN+RNN for Joint Global Description and Sequence-based Place Recognition

2020-11-17 · Marvin Chancán, Michael Milford

Sequence-based place recognition methods for all-weather navigation are well-known for producing state-of-the-art results under challenging day-night or summer-winter transitions. These systems, however, rely on complex …

Autonomous DrivingAutonomous NavigationAutonomous VehiclesImage Retrieval+12

A Hybrid Compact Neural Architecture for Visual Place Recognition

2019-10-15 · Marvin Chancán, Luis Hernandez-Nunez, Ajay Narendra, Andrew B. Barron 외

State-of-the-art algorithms for visual place recognition, and related visual navigation systems, can be broadly split into two categories: computer-science-oriented models including deep learning or image retrieval-based…

Autonomous DrivingAutonomous NavigationAutonomous VehiclesImage Retrieval+9
1–4 / 4