# 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 Full list of commits made since last release viewable at [compare view](v1.0.0...v1.1.0).

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 Full list of commits made since last release viewable at [compare view](v0.9.2...v0.9.4).

v0.9.2 (:milk_glass: 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 Full list of commits made since last release viewable at [compare view](v0.9.0...v0.9.2).

v0.9.0 (:cloud_with_snow: 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 Full list of commits made since last release viewable at [compare view](v0.8.0...v0.9.0).

v0.8.0 (:wheel_of_dharma: 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 Full list of commits made since last release viewable at [compare view](v0.7.0...v0.8.0).

v0.7.0 (:crystal_ball: 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] Full list of commits made since last release viewable at [compare view](v0.6.0...v0.7.0).

v0.6.0 (:snowflake: 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 Full list of commits made since last release viewable at [compare view](v0.5.0...v0.6.0).

v0.5.0 (:star2: 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] Full list of commits made since last release viewable at [compare view](v0.4.0...v0.5.0).

## 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 Full list of commits made since last release viewable at [compare view](v0.3.0...v0.4.0).