spaceml-org / ml4floods

An ecosystem of data, models and code pipelines to tackle flooding with ML

https://spaceml-org.github.io/ml4floods/

spaceml-org/ml4floods Issues

Misclassification of Cloud Shadows as Water Pixels in Sentinel-2 Scene Inference
Updated a month ago2
Some testing ideas / principles
Closed 10 months ago1
[Data Prep / Enhancement] Add Hum Data Events to Pipeline
Closed 10 months ago1
[Models] Model training WorldFloods
Closed a year ago
[Data Prep] Sentinel-1 Images
Closed a year ago
[Models] Invalid values in images and ground truths
Closed a year ago
[Models] Test tutorial notebooks don't break
Closed a year ago
[Models] Notebook with metrics in the WorldFloods test dataset
Closed a year ago
[Models] Inference with Sen1Floods11 pre-trained model
Closed a year ago
[Models] Consider prediction at different pyramid levels
Closed a year ago1
[DataPrep] Save image arrays as zarr
Closed a year ago2
[DataPrep] Save data class as JSON, with byte encoding if appropriate
Closed a year ago1
[DataPrep] Replace google.cloud.storage API with cloudpathlib
Closed a year ago
[DataPrep] csv file with train/val/test files
Closed a year ago
[DataPrep] PyTorch torchvision transforms for datamodule
Closed a year ago
[Viz] Query GEE given Floodmaps
Closed a year ago4
Check notebooks work
Closed a year ago1
[DataPrep] Return more metadata for masks
Closed a year ago
Ground truth data not downloaded correctly from GCP
Closed a year ago
[DataPrep] Have a function for getting new S2 images from Copernicus Open Hub (SAFE format)
Closed 3 years ago1
[DataPrep] WorldFloods dataloader 2.0
Closed 3 years ago
[DataPrep] Create appropriate file structure for ML
Closed 3 years ago3
[DataPrep] Remove Dependency on Path for PyTorch Dataset
Closed 3 years ago1
[DataPrep] WorldFloods 1.1 and WorldFloods 2.0 Full Pipeline
Closed 3 years ago5
[DataPrep] Build Floodmap from Copernicus Post-Processing
Closed 3 years ago
[DataPrep] Build WorldFloods 1.1/2.0 Ground Truth
Closed 3 years ago2
[DataPrep] Query S2 Images given a floodmap
Closed 3 years ago
[DataPrep] Download the Copernicus raw zip files to data_lake
Closed 3 years ago
[DataPrep] Unzip files downloaded from Copernicus EMS and extract them to floodmap and floodmap meta
Closed 3 years ago
send file to bucket?
Closed 3 years ago1
[DataPrep] Need better comments...
Closed 3 years ago
[DataPrep] Need demo HOW-TO notebooks.
Closed 3 years ago1
[DataPrep] A function to compute the gt given the S2 Images
Closed 3 years ago2
[DataPrep] GT Generator 4 WF2.0
Closed 3 years ago1
[DataPrep] GT Generator 4 WF1.1
Closed 3 years ago2
Fetch Copernicus EMS Event, Related Satellite Images, and Compute Ground Truth
Closed 3 years ago2
[DataPrep] Pull methods out of data class into utils directory, hold image data inside data class
Closed 3 years ago1
[DataPrep] PyTorch-Lightning DataModule
Closed 3 years ago