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Time Series Support #2382

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24 tasks
adamjstewart opened this issue Oct 31, 2024 · 0 comments
Open
24 tasks

Time Series Support #2382

adamjstewart opened this issue Oct 31, 2024 · 0 comments
Labels
datasets Geospatial or benchmark datasets documentation Improvements or additions to documentation good first issue A good issue for a new contributor to work on models Models and pretrained weights samplers Samplers for indexing datasets trainers PyTorch Lightning trainers transforms Data augmentation transforms utilities Utilities for working with geospatial data
Milestone
0.7.0

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@adamjstewart
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adamjstewart commented Oct 31, 2024 •
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This issue is designed to track progress towards full time series support in TorchGeo. If you are interested in helping with this effort, please join the #time-series channel on Slack and attend our weekly meetings.

Datasets

  • Return time series: @sfalkena
  • Spatial-only intersection
  • Intersection/Union multiple queries: @adamjstewart
  • Change detection datasets: @keves1
  • Other time series datasets: @nickconst1999
  • Temporal splitters
  • Collation functions for padding

Samplers

Transforms

Models

Trainers

Documentation

  • Time series tutorials
  • Change detection tutorials
  • Autoregression tutorials
@adamjstewart adamjstewart added datasets Geospatial or benchmark datasets documentation Improvements or additions to documentation good first issue A good issue for a new contributor to work on models Models and pretrained weights samplers Samplers for indexing datasets trainers PyTorch Lightning trainers transforms Data augmentation transforms utilities Utilities for working with geospatial data labels Oct 31, 2024
@adamjstewart adamjstewart added this to the 0.7.0 milestone Oct 31, 2024
@adamjstewart adamjstewart pinned this issue Oct 31, 2024
@sfalkena sfalkena mentioned this issue Nov 13, 2024
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@adamjstewart adamjstewart mentioned this issue Nov 19, 2024
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26 tasks
@keves1 keves1 mentioned this issue Nov 21, 2024
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datasets Geospatial or benchmark datasets documentation Improvements or additions to documentation good first issue A good issue for a new contributor to work on models Models and pretrained weights samplers Samplers for indexing datasets trainers PyTorch Lightning trainers transforms Data augmentation transforms utilities Utilities for working with geospatial data
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Milestone
0.7.0
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@adamjstewart