Multimodal Fusion of Satellite Images and Crowdsourced GPS Traces for Robust Road Attribute Detection

Author:

Yin Yifang1,Tran An2,Zhang Ying1,Hu Wenmiao2,Wang Guanfeng2,Varadarajan Jagannadan2,Zimmermann Roger1,Ng See-Kiong1

Affiliation:

1. Grab-NUS AI Lab, NUS

2. GrabTaxi Holdings

Funder

Economic Development Board of Singapore

Publisher

ACM

Reference28 articles.

1. 2019. Data source: DiDi Chuxing GAIA Open Dataset Initiative. https://outreach.didichuxing.com/research/opendata/en/ 2019. Data source: DiDi Chuxing GAIA Open Dataset Initiative. https://outreach.didichuxing.com/research/opendata/en/

2. Robust and ubiquitous smartphone-based lane detection

3. RoadTracer: Automatic Extraction of Road Networks from Aerial Images

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1. Multimodal Deep Learning for Robust Road Attribute Detection;ACM Transactions on Spatial Algorithms and Systems;2023-11-20

2. Road Network Representation Learning: A Dual Graph-based Approach;ACM Transactions on Knowledge Discovery from Data;2023-06-15

3. A Systematic Literature Review on Multimodal Machine Learning: Applications, Challenges, Gaps and Future Directions;IEEE Access;2023

4. Beyond Geo-localization: Fine-grained Orientation of Street-view Images by Cross-view Matching with Satellite Imagery;Proceedings of the 30th ACM International Conference on Multimedia;2022-10-10

5. Dynamic Graph Segmentation for Deep Graph Neural Networks;Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining;2022-08-14

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