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To ensure the dataset focuses on rele- vant agricultural areas, we masked out the ocean regions and created a shapefile representing the target sampling region

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Time2Agri: Temporal Pretext Tasks for Agricultural Monitoring

cs.LG · 2025-07-06 · conditional · novelty 6.0

Temporal pretext tasks (time-difference, frequency, future-frame prediction) improve SSL representations for crop mapping and yield estimation, with future-frame prediction best on SICKLE and FTW India.

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  • Time2Agri: Temporal Pretext Tasks for Agricultural Monitoring cs.LG · 2025-07-06 · conditional · none · ref 2

    Temporal pretext tasks (time-difference, frequency, future-frame prediction) improve SSL representations for crop mapping and yield estimation, with future-frame prediction best on SICKLE and FTW India.