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update pypi CHANGELOG.md for releases 22.08.00 and 22.08.01 (#404)
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# Changelog (See [Release Notes](https://github.com/rapidsai/cucim/wiki/Release-Notes))

## [22.08.01](https://github.com/rapidsai/cucim/wiki/release_notes_v22.08.01)

- Euclidean distance transform: fix bad choice of block parameters ([#393](https://github.com/rapidsai/cucim/pull/393)) [@grlee77](https://github.com/grlee77))

## [22.08.00](https://github.com/rapidsai/cucim/wiki/release_notes_v22.08.00)

## 🚨 Breaking Changes

- Stain extraction: use a less strict condition across channels when thresholding ([#316](https://github.com/rapidsai/cucim/pull/278)) [@grlee77](https://github.com/grlee77)

## 🐛 Bug Fixes

- create SimilarityTransform using CuPy 9.x-compatible indexing ([#365](https://github.com/rapidsai/cucim/pull/365)) [@grlee77](https://github.com/grlee77)
- Add `__init__.py` in `cucim.core` ([#359](https://github.com/rapidsai/cucim/pull/359)) [@jakirkham](https://github.com/jakirkham)
- Stain extraction: use a less strict condition across channels when thresholding ([#316](https://github.com/rapidsai/cucim/pull/316)) [@grlee77](https://github.com/grlee77)
- Incorporate bug fixes from skimage 0.19.3 ([#312](https://github.com/rapidsai/cucim/pull/312)) [@grlee77](https://github.com/grlee77)
- fix RawKernel bug for canny filter when quantiles are used ([#310](https://github.com/rapidsai/cucim/pull/310)) [@grlee77](https://github.com/grlee77)

## 📖 Documentation

- Defer loading of `custom.js` ([#383](https://github.com/rapidsai/cucim/pull/383)) [@galipremsagar](https://github.com/galipremsagar)
- add cucim.core.morphology to API docs + other docstring fixes ([#367](https://github.com/rapidsai/cucim/pull/367)) [@grlee77](https://github.com/grlee77)
- Update README.md ([#361](https://github.com/rapidsai/cucim/pull/361)) [@HesAnEasyCoder](https://github.com/HesAnEasyCoder)
- remove unimplemented functions from See Also and fix version numbers in deprecation warnings ([#356](https://github.com/rapidsai/cucim/pull/356)) [@grlee77](https://github.com/grlee77)
- Forward-merge branch-22.06 to branch-22.08 ([#344](https://github.com/rapidsai/cucim/pull/344)) [@grlee77](https://github.com/grlee77)
- Update README.md ([#315](https://github.com/rapidsai/cucim/pull/315)) [@HesAnEasyCoder](https://github.com/HesAnEasyCoder)
- Update index.rst ([#314](https://github.com/rapidsai/cucim/pull/314)) [@HesAnEasyCoder](https://github.com/HesAnEasyCoder)
- Update PyPI package documentation for v22.06.00 ([#311](https://github.com/rapidsai/cucim/pull/311)) [@gigony](https://github.com/gigony)

## 🚀 New Features

- Add segmentation with the Chan-Vese active contours method ([#343](https://github.com/rapidsai/cucim/pull/343)) [@grlee77](https://github.com/grlee77)
- Add cucim.skimage.morphology.medial_axis ([#342](https://github.com/rapidsai/cucim/pull/342)) [@grlee77](https://github.com/grlee77)
- Add cucim.skimage.segmentation.expand_labels ([#341](https://github.com/rapidsai/cucim/pull/341)) [@grlee77](https://github.com/grlee77)
- Add Euclidean distance transform for images/volumes ([#318](https://github.com/rapidsai/cucim/pull/318)) [@grlee77](https://github.com/grlee77)

## 🛠️ Improvements

- Revert "Allow CuPy 11" ([#362](https://github.com/rapidsai/cucim/pull/362)) [@galipremsagar](https://github.com/galipremsagar)
- Fix issues with day & night modes in python docs ([#360](https://github.com/rapidsai/cucim/pull/360)) [@galipremsagar](https://github.com/galipremsagar)
- Allow CuPy 11 ([#357](https://github.com/rapidsai/cucim/pull/357)) [@jakirkham](https://github.com/grlee77)
- more efficient separable convolution ([#355](https://github.com/rapidsai/cucim/pull/355)) [@grlee77](https://github.com/grlee77)
- Support resolution and spacing metadata ([#349](https://github.com/rapidsai/cucim/pull/349)) [@gigony](https://github.com/gigony)
- Performance optimizations to morphological segmentation functions ([#340](https://github.com/rapidsai/cucim/pull/340)) [@grlee77](https://github.com/grlee77)
- benchmarks: avoid use of deprecated pandas API ([#339](https://github.com/rapidsai/cucim/pull/339)) [@grlee77](https://github.com/grlee77)
- Reduce memory overhead and improve performance of normalize_colors_pca ([#328](https://github.com/rapidsai/cucim/pull/328)) [@grlee77](https://github.com/grlee77)
- Protect against obscure divide by zero error in edge case of `normalize_colors_pca` ([#327](https://github.com/rapidsai/cucim/pull/327)) [@grlee77](https://github.com/grlee77)
- complete parametrization of cucim.skimage benchmarks ([#324](https://github.com/rapidsai/cucim/pull/324)) [@grlee77](https://github.com/grlee77)
- parameterization of `filters` and `features` benchmarks (v2) ([#322](https://github.com/rapidsai/cucim/pull/322)) [@grlee77](https://github.com/grlee77)
- Add a fast histogram-based median filter ([#317](https://github.com/rapidsai/cucim/pull/317)) [@grlee77](https://github.com/grlee77)
- Remove custom compiler environment variables ([#307](https://github.com/rapidsai/cucim/pull/307)) [@ajschmidt8](https://github.com/ajschmidt8)

## [22.02.06](https://github.com/rapidsai/cucim/wiki/release_notes_v22.06.00)

- [Update/Breaking] Promote small integer types to single rather than double precision ([#278](https://github.com/rapidsai/cucim/pull/278)) [@grlee77](https://github.com/grlee77)
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