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PASTIS

Benchmarks

Task NameDataset NameSOTA ResultTrend
Semantic SegmentationPASTIS-R (30% labels)
mIoU46.42
24
Semantic SegmentationPASTIS
Macro mIoU41.53
24
Semantic SegmentationPASTIS (test)
mIoU40.76
19
Temporal Semantic SegmentationPASTIS R (test)
mIoU40.28
16
Time series pixel classificationPASTIS
Accuracy71.07
15
Pixel-wise classificationPASTIS PANGAEA benchmark
mIoU34
12
Crop SegmentationPASTIS
mIoU53.4
12
Temporal Crop SegmentationPASTIS
Threshold 10% Score21.5
11
Semantic SegmentationPASTIS 11 (test)
Score @ T=10%21.5
10
Semantic SegmentationPASTIS-R (val)
mIoU51.97
10
Semantic SegmentationPASTIS official 5-Fold (test)
mIoU67.9
7
Semantic SegmentationPASTIS GEO-Bench-2 2.0 (test)
mIoU58
6
Panoptic SegmentationPASTIS
SQ81.5
6
Panoptic SegmentationPASTIS (test)
Segmentation Quality (SQ)84.6
4
Satellite Image Time Series SegmentationPASTIS Sentinel-2 (fold 1)
Overall Accuracy (OA)83.4
3
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