v1.1.0

What's Changed

• DeepBedMap paper revisions for The Cryosphere (#188) @weiji14
• LaTeX and Python code to reproduce Author Comments (#184) @weiji14
• Added Open in Colab badge in readme file (#183) @gshanbhag525

🏗️ Model Improvements

• Retrain on Thwaites Glacier test region (#185) @weiji14

📦 Software Revisions

• Conda refresh for v1.0.1 (#182) @weiji14

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v1.0.0

What's Changed

• The Cryosphere Preprint (#181) @weiji14
• Publication quality 3D figures using Generic Mapping Tools (#174) @weiji14

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v0.9.4 (💺 What Chair?)

What's Changed

🏗️ Model Improvements

• Gave DeepBedMap the bigger picture (#166) @weiji14
• Switched from standard Convolution to Deformable Convolution (#171) @weiji14
• Added Structural Similarity Loss/Metric (#172) @weiji14
• Replaced PixelShuffle Upsamling with NearestNeighbour resize followed by Conv2D (#160) @weiji14

🗃️ Dataset Changes

• Sliced and interpolated tiles as accurately as possible (#167) @weiji14
• Used new MEaSUREs InSAR phase-based ice velocity v1 instead of tracking-based products (#165) @weiji14
• Added Carlson Inlet data (#164) @weiji14

📦 Software Revisions

• Upgraded from Python 3.6 to 3.7 (#162) @weiji14
• Converted Github Actions from V1 HCL syntax to V2 YAML syntax (#163) @weiji14
• Used Github Actions to Build and Test DeepBedMap (#91) @weiji14
• Bumped optuna from 0.13.0 to 0.14.0 (cbe064f) @weiji14
• Conda refresh for v0.9.4 (#161) @weiji14
• Pipfile refresh for v0.9.4 (#159) @weiji14

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v0.9.2 (🥛 Blank Space)

What's Changed

🏗️ Model Improvements

• Streamlined DeepBedMap model tuning, evaluation and Antarctic-wide DEM generation (#156) @weiji14

🗃️ Dataset Changes

• Re-gridded and re-tiled groundtruth data with coordinates rounded to 250 (#155) @weiji14

📦 Software Revisions

• Bump GMT to 6.0.0rc1, Python from 3.6.6 to 3.6.7 (1edb16e) @weiji14
• Bump jupyterlab from 1.0.0a5 to 1.0.0a10 (a64ef19) @weiji14

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v0.9.0 (🌨️ Cloud Nine)

What's Changed

🏗️ Model Improvements

• Train and tuned ESRGAN with Antarctic Snow Accumulation input (#151) @weiji14
• Refactored RMSE_test calculation using pygmt.grdtrack (#149) @weiji14

🗃️ Dataset Changes

• Shifted pixel coordinates of tiles using proper affine transformation (#150) @weiji14
• Added Antarctic Snow Accumulation dataset by Arthern et al. 2006 (#146) @weiji14
• Added InSAR-based Antarctic grounding line to subset training tiles within grounded ice boundary (#147) @weiji14

📦 Software Revisions

• Pipfile refresh for v0.9.0 (#148) @weiji14
• Dockerfile refresh for v0.9.0 (#141) @weiji14

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v0.8.0 (☸ Noble Eight)

What's Changed

🏗️ Model Improvements

• HeNormal initialize discriminator, set Chainer train flag (3e487da) @weiji14
• Quick hyperparam retuning (e27aafb) @weiji14

🗃️ Dataset Changes

• Reproduced figures in EGU2019 DeepBedMap poster (#136) @weiji14
• Added Landsat 8 Ice Speed of Antarctica (LISA), Version 1 (#138) @weiji14

📦 Software Revisions

• ⬆️ 🔒 Bump jinja2 from 2.10 to 2.10.1 (#134) @dependabot
• ⬆️ 🔒 Bump notebook from 5.7.6 to 5.7.8 (#132) @dependabot

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v0.7.0 (🔮 Magical Seven)

What's Changed

🏗️ Model Improvements

• Retrained DeepBedMap model on Tesla V100 (0a1f719) @weiji14
• Retuned ESRGAN hyperparameters on stronger discriminator (#129) @weiji14

🗃️ Dataset Changes

• Added Wilkes Subglacial Basin dataset (#112) @weiji14

📦 Software Revisions

• Bump cudatoolkit from 9.2 to 10.0 (7e91dbc) @weiji14
• ⬆️ Bump numpy from 1.14.5 to 1.16.1 (#94) @dependabot[bot]
• ⬆️ Bump chainer from 6.0.0b1 to 6.0.0b3 (#106, #126) @dependabot[bot]
• ⬆️ Bump cupy-cuda92 from 6.0.0b1 to 6.0.0b3 (#103, #118) @dependabot[bot]
• ⬆️ Bump ipython from 7.2.0 to 7.3.0 (#105) @dependabot[bot]
• ⬆️ Bump tqdm from 4.28.1 to 4.29.1 (#107) @dependabot[bot]
• ⬆️ Bump jupytext from 0.8.6 to 1.0.1 (#108) @dependabot[bot]
• ⬆️ Bump pytest from 4.2.0 to 4.3.0 (#111) @dependabot[bot]
• ⬆️ Bump optuna from 0.7.0 to 0.8.0 (#122) @dependabot[bot]
• ⬆️ Bump pyproj from 1.9.6 to 2.1.0 (#123) @dependabot[bot]
• ⬆️ Bump tornado from 5.1.1 to 6.0.1 (#119) @dependabot[bot]
• ⬆️ Bump black from 18.9b0 to 19.3b0 (#128) @dependabot[bot]

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v0.6.0 (❄️ Specific Six)

What's Changed

🏗️ Model Improvements

• Switched deep learning framework from Keras to Chainer (#81) @weiji14
• Enhanced the Super Resolution Generative Adversarial Network (#78) @weiji14
• Hyperparameter Optimization Initialized (#92) @weiji14

🗃️ Dataset Changes

• Raster tensor format changed from NHWC to NCHW (part of #81) @weiji14

📦 Software Revisions

• ⬆️ Bump requests from 2.20.1 to 2.21.0 (#74) @dependabot[bot]
• ⬆️ Bump livelossplot from 0.2.3 to 0.3.0 (#80) @dependabot[bot]
• ⬆️ Bump packaging from 18.0 to 19.0 (#83) @dependabot[bot]
• ⬆️ Bump pytest from 4.0.2 to 4.2.0 (#87) @dependabot[bot]
• ⬆️ Bump pandas from 0.23.4 to 0.24.1 (#89) @dependabot[bot]
• ⬆️ Bump comet-ml from 1.0.42 to 1.0.45 (#101) @dependabot[bot]
• ➕ Added Optuna (part of #92) @weiji14
• ➖ Removed scikit-learn, keras, tensorflow (part of #81) @weiji14
• ⬆️ Updated to newer PyGMT version @weiji14
• ⬆️ Bump conda from 4.5.11 to 4.5.12 @weiji14

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v0.5.0 (🌟 Five Star)

What's Changed

🏗️ Model Improvements

• Critically evaluated model performance on training/development/test sets (#68) @weiji14
• Presented deepbedmap app to the world! (part of #68) @weiji14

🗃️ Dataset Changes

• Bumped REMA surface DEM from v1.0 to v1.1, increase resolution from 200m to 100m (#64) @weiji14
• Improve prediction on image border by switching to using 'valid' padding instead of 'same' (#65) @weiji14

📦 Software Revisions

• Bumped pytest from 3.10.0 to 4.0.1 (#57) @dependabot[bot]
• Bumped buildpack-deps from b3514c9 to b8ba77e (#59) @dependabot[bot]
• Allowed for nicer code review experience with jupytext and black (#62) @weiji14
• Added .stickler.yml configuration file (#63) @stickler-ci[bot]
• Bumped ipython from 7.1.1 to 7.2.0 (#66) @dependabot[bot]

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v0.4.0 (Forever More)

What's Changed

🏗️ Model Improvements

• None

🗃️ Dataset Changes

• Made data sources readable and incorporate sha256 hash checks via data.yml file (#48) @weiji14
• Added 2007t1.txt and 2007tr.txt to Bingham2018PIG collection (part of #52) @weiji14
• Added 2017_Antarctica_Basler.csv to Shi2010CRESIS collection (part of #52) @weiji14
• Increased number of training image tiles from 2111 to 2480 (part of #52) @weiji14

📦 Software Revisions

• Bump pytest from 3.9.3 to 3.10.0 (#46) @dependabot[bot]
• Setup Behaviour Driven Development (#51) @weiji14
• Change grid interpolation from PDAL to Generic Mapping Tools (part of #52) @weiji14

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