Datasets › PASTIS

PASTIS (Panoptic Segmentation of satellite image TImes Series)

Introduced by Vivien Sainte Fare Garnot et al. in Panoptic Segmentation of Satellite Image Time Series with Convolutional Temporal Attention Networks16 Jul 2021 archive 2025-07-28

PASTIS is a benchmark dataset for panoptic and semantic segmentation of agricultural parcels from satellite image time series. It is composed of 2433 one square kilometer-patches in the French metropolitan territory for which sequences of satellite observations are assembled into a four-dimensional spatio-temporal tensor. The dataset contains both semantic and instance annotations, assigning to each pixel a semantic label and an instance id. There is an official 5 fold split provided in the dataset's metadata.

Image source: https://github.com/VSainteuf/pastis-benchmark

Benchmarks archive 2025-07-28

All 2 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Panoptic Segmentation PASTIS Exchanger+Mask2Former PQ 52.6 Revisiting the Encoding of Satellite Image Time Series TotalVariation/Exchanger4SITS 3 Compare
Semantic Segmentation PASTIS Exchanger+Mask2Former Mean IoU (test) 67.9 Revisiting the Encoding of Satellite Image Time Series TotalVariation/Exchanger4SITS 3 Compare

Papers archive 2025-07-28

2 shown of 2 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 18. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Revisiting the Encoding of Satellite Image Time Series 1 4 3 May 2023 not harvested
Panoptic Segmentation of Satellite Image Time Series with Convolutional Temporal Attention Networks 1 2 16 Jul 2021 ran 10 of 11 samples (1 unverified)

Dataset loaders archive 2025-07-28

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

License archive 2025-07-28

Unknown

Modalities archive 2025-07-28

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • PASTIS

1 variant name, as the archive lists them.

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