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Vehicle Vectors and Traffic Patterns from Planet Imagery

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arxiv 2406.06320 v1 pith:4MTW7YLK submitted 2024-06-10 cs.CV

classification cs.CV
keywords movingimageryplanetsatellitescarseffectenableshigh-resolution
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We explore methods to detect automobiles in Planet imagery and build a large scale vector field for moving objects. Planet operates two distinct constellations: high-resolution SkySat satellites as well as medium-resolution SuperDove satellites. We show that both static and moving cars can be identified reliably in high-resolution SkySat imagery. We are able to estimate the speed and heading of moving vehicles by leveraging the inter-band displacement (or "rainbow" effect) of moving objects. Identifying cars and trucks in medium-resolution SuperDove imagery is far more difficult, though a similar rainbow effect is observed in these satellites and enables moving vehicles to be detected and vectorized. The frequent revisit of Planet satellites enables the categorization of automobile and truck activity patterns over broad areas of interest and lengthy timeframes.

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Cited by 1 Pith paper

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  1. A Weak Supervision Learning Approach Towards an Equitable Mobility Estimation

    cs.CV 2025-05 conditional novelty 6.0 of 10

    A weakly supervised model learns to distinguish full versus empty parking lots from 3m satellite imagery by exploiting Germany's Sunday closure law, achieving AUC 0.92 on large lots.

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