spaceml-org/ml4floods

Issues

• Misclassification of Cloud Shadows as Water Pixels in Sentinel-2 Scene Inference

  #113 opened 6 months ago by flamboyant-vinci
  2

• Some testing ideas / principles

  #54 opened 2 years ago by tommylees112
  1

• [Data Prep / Enhancement] Add Hum Data Events to Pipeline

  #39 opened 2 years ago by rothn
  1

• [Models] Model training WorldFloods

  #16 opened 2 years ago by gonzmg88
  0

• [Data Prep] Sentinel-1 Images

  #21 opened 2 years ago by nadia-eecs
  0

• [Models] Invalid values in images and ground truths

  #25 opened 2 years ago by gonzmg88
  0

• [Models] Test tutorial notebooks don't break

  #5 opened 2 years ago by gonzmg88
  0

• [Models] Notebook with metrics in the WorldFloods test dataset

  #14 opened 2 years ago by gonzmg88
  0

• [Models] Inference with Sen1Floods11 pre-trained model

  #15 opened 2 years ago by gonzmg88
  0

• [Models] Consider prediction at different pyramid levels

  #17 opened 2 years ago by gonzmg88
  1

• [DataPrep] Save image arrays as zarr

  #23 opened 2 years ago by R-Strange
  2

• [DataPrep] Save data class as JSON, with byte encoding if appropriate

  #24 opened 2 years ago by R-Strange
  1

• [DataPrep] Replace google.cloud.storage API with cloudpathlib

  #28 opened 2 years ago by jejjohnson
  0

• [DataPrep] csv file with train/val/test files

  #33 opened 2 years ago by jejjohnson
  0

• [DataPrep] PyTorch torchvision transforms for datamodule

  #35 opened 2 years ago by jejjohnson
  0

• [Viz] Query GEE given Floodmaps

  #49 opened 2 years ago by jejjohnson
  4

• Check notebooks work

  #76 opened 2 years ago by gonzmg88
  1

• [DataPrep] Return more metadata for masks

  #59 opened 2 years ago by jejjohnson
  0

• Ground truth data not downloaded correctly from GCP

  #105 opened 2 years ago by kgupta359
  0

• [DataPrep] Have a function for getting new S2 images from Copernicus Open Hub (SAFE format)

  #13 opened 4 years ago by jejjohnson
  1

• [DataPrep] WorldFloods dataloader 2.0

  #8 opened 4 years ago by jejjohnson
  0

• [DataPrep] Create appropriate file structure for ML

  #10 opened 4 years ago by jejjohnson
  3

• [DataPrep] Remove Dependency on Path for PyTorch Dataset

  #7 opened 4 years ago by jejjohnson
  1

• [DataPrep] WorldFloods 1.1 and WorldFloods 2.0 Full Pipeline

  #45 opened 4 years ago by jejjohnson
  5

• [DataPrep] Build Floodmap from Copernicus Post-Processing

  #46 opened 4 years ago by jejjohnson
  0

• [DataPrep] Build WorldFloods 1.1/2.0 Ground Truth

  #48 opened 4 years ago by jejjohnson
  2

• [DataPrep] Query S2 Images given a floodmap

  #47 opened 4 years ago by jejjohnson
  0

• [DataPrep] Download the Copernicus raw zip files to data_lake

  #43 opened 4 years ago by jejjohnson
  0

• [DataPrep] Unzip files downloaded from Copernicus EMS and extract them to floodmap and floodmap meta

  #44 opened 4 years ago by jejjohnson
  0

• send file to bucket?

  #57 opened 4 years ago by Lkruitwagen
  1

• [DataPrep] Need better comments...

  #11 opened 4 years ago by jejjohnson
  0

• [DataPrep] Need demo HOW-TO notebooks.

  #12 opened 4 years ago by jejjohnson
  1

• [DataPrep] A function to compute the gt given the S2 Images

  #9 opened 4 years ago by jejjohnson
  2

• [DataPrep] GT Generator 4 WF2.0

  #31 opened 4 years ago by jejjohnson
  1

• [DataPrep] GT Generator 4 WF1.1

  #30 opened 4 years ago by jejjohnson
  2

• Fetch Copernicus EMS Event, Related Satellite Images, and Compute Ground Truth

  #38 opened 4 years ago by rothn
  2

• [DataPrep] Pull methods out of data class into utils directory, hold image data inside data class

  #22 opened 4 years ago by R-Strange
  1

• [DataPrep] PyTorch-Lightning DataModule

  #32 opened 4 years ago by jejjohnson
  0