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For each chip, we ap- plied the following heuristic: • We prioritized selecting the earliest image in the month that satisfied a predefined threshold for cloud and nodata

Cloud, NoData Filtering: For each sampled chip geometry, we downloaded Sentinel-2 L2A Scene Classification Layer(SCL) for time period spanning January 1 · 2018

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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 4

    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.