nagellette/sentinel_traj_nn

Issues

• Implement swin-unet and transunet

  #162 opened a year ago by nagellette
  0

• Run available models on Istanbul+Montreal together

  #116 opened 3 years ago by nagellette
  0

• Add standard deviation for mIoU metric in jupyter notebook

  #112 opened 3 years ago by nagellette
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• Create batch experiment running scripts

  #119 opened 3 years ago by nagellette
  0

• Examine the effect of shuffling

  #110 opened 3 years ago by nagellette
  1

• Run available models on Montreal data

  #98 opened 3 years ago by nagellette
  0

• Run available models on Istanbul data

  #99 opened 3 years ago by nagellette
  0

• Create label coverage % filter

  #122 opened 3 years ago by nagellette
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• Create test on different datasets functionality

  #124 opened 3 years ago by nagellette
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• Run label coverage filtered experiments on all datasets variations

  #123 opened 3 years ago by nagellette
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• Create caching mechanism for train, test, validation splits

  #113 opened 3 years ago by nagellette
  1

• Implement data generator with multiple input sets.

  #94 opened 3 years ago by nagellette
  0

• Comparison of different loss functions on Montreal and Istanbul with different models

  #111 opened 3 years ago by nagellette
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• Test new input/output file paths with remote and linux

  #108 opened 3 years ago by nagellette
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• Migrate to tensorflow 2.2

  #100 opened 4 years ago by nagellette
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• Add threshold based normalization for trajectory_count to raster_standardize.py

  #35 opened 4 years ago by nagellette
  2

• Implement ignored images functionality.

  #93 opened 4 years ago by nagellette
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• Implement layer wise normalization boundaries.

  #92 opened 4 years ago by nagellette
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• Check focal loss and the rest listed in segmentation loss functions paper

  #81 opened 4 years ago by nagellette
  1

• Resolve filename typo in constract_loss.py

  #88 opened 4 years ago by nagellette
  1

• Add requirements.txt for python libraries

  #87 opened 4 years ago by nagellette
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• Create custom convolution filter

  #86 opened 4 years ago by nagellette
  1

• Check capsul networks + segmentation publication and codes

  #85 opened 4 years ago by nagellette
  0

• Implement GANs

  #84 opened 4 years ago by nagellette
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• Add verification for gdal or osgeo.gdal imports

  #83 opened 4 years ago by nagellette
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• Update scripts/README.md with new model options

  #82 opened 4 years ago by nagellette
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• Review state of the art models and extract hyper parameters

  #80 opened 4 years ago by nagellette
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• Add final classification metrics over test data.

  #75 opened 4 years ago by nagellette
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• Clean remote log and output folders

  #78 opened 4 years ago by nagellette
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• Implement additional loss functions

  #67 opened 4 years ago by nagellette
  2

• Update loss function to averaging by batch size

  #76 opened 4 years ago by nagellette
  0

• Output file names merge when jobs start running at the same time

  #72 opened 4 years ago by nagellette
  0

• Implement "light" variants of Unet&ResUnet

  #64 opened 4 years ago by nagellette
  1

• Check the belaviour of mean_iou metric

  #66 opened 4 years ago by nagellette
  0

• Improve output analysis jupyter notebook

  #50 opened 4 years ago by nagellette
  2

• Add input file size verifier

  #60 opened 4 years ago by nagellette
  0

• Out of range error in ist. data generation

  #59 opened 4 years ago by nagellette
  1

• Move model selection to model config json

  #58 opened 4 years ago by nagellette
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• Resolve folder naming bug: folder name contains colons

  #56 opened 4 years ago by nagellette
  1

• Add validation set size as parameter.

  #47 opened 4 years ago by nagellette
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• Add additional metrics

  #52 opened 4 years ago by nagellette
  1

• Save prediction examples before normalization and correct output file name

  #45 opened 4 years ago by nagellette
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• Resolve label saving issues

  #51 opened 4 years ago by nagellette
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• Add learning rate controls and additional optimizers to model_repository.py

  #34 opened 4 years ago by nagellette
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• Improve MTL datasets

  #37 opened 4 years ago by nagellette
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• Implement custom mIoU metric

  #41 opened 4 years ago by nagellette
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• Check "sentinel_msi" standardization in raster_standardize.py

  #36 opened 4 years ago by nagellette
  1

• Implement dice loss

  #42 opened 4 years ago by nagellette
  0

• Regenerate local testing environment

  #39 opened 4 years ago by nagellette
  0

• Implement late SRCNN-Unet

  #38 opened 4 years ago by nagellette
  0