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Add support for WSI-level classification #542

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merged 31 commits into from
Jun 24, 2024

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closes #360

nkaenzig and others added 30 commits April 10, 2024 17:07
* add panda config

* adjust batch size

* addressed comments

* addressed comments

* addressed comments
* add foreground kaggle

* added random foreground sampler kaggle

* refactored sampler

* moved get_mask

* typo

* refactor sampler

* refactor sampler

* addressed comments

* addressed comments
* add mpp conversion

* formatting

* addressed comments

* addressed comments

* addressed comments

* formatting

* formatting

* formatting
* added panda dataset class

* clean up

* remove samples with noisy labels

* clean up table in dataset readme

* added function for stratified splits

* added unit tests

* cleanup

* addressed comments

* fixed issue with resource download

* validation fix

* updated readme

* added to mkdocs

* added image_dir to exception print

* updated root path in yaml config

* added panda to datasets overview table in docs

* added md5 hash for downloaded resources

* update init

* added camelyon16

* added camelyon16

* updated camelyon16 class

* added tests and config

* formatting

* formatting

* formatting

* formatting

* added test files

* formatting

* lint

* added target transforms

* formatting

* fixed dataset

* addressed comments

* addressed comments

* fix test

* fix test

* fixed test

* addressed comments

* updated loss

* fix annotations

* lint

---------

Co-authored-by: Nicolas Kaenzig <nkaenzig@gmail.com>
* updated configs

* adjust patience

* addressed comments

* fixed typo

* remove prefetch factor
* Updated developer guide (#418)

* Update `TotalSegmentator2D` dataset to fetch all the slices (#416)

* Move metrics to CPU when using single device (#446)

* Remove total segmentator classification dataset (#450)

* updated eva logo (#454)

* updated eva logo

* renamed files

* Update actions/checkout digest to a5ac7e5 (#458)

Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>

* Add configuration logger (#466)

* Update `README` with paper citation (#474)

* update docs (#482)

* Update img shields of README (#480)

* Fix `torch` and `jsonargparse` versions (#483)

* update depedencies

* update

* bump micro version (#486)

* update config links (#487)

* Update paper citation format (#489)

* Update the vision dataset return types to `tv_tensors` (#478)

* Refactor embeddings writer (#461)

* fixed phikon configs (#493)

* Refactor embeddings datasets (#495)

* Add doc tests and minor fixes (#492)

* support setting download as env-variable (#514)

* updated confis and doc

* typo

* update datasets

* fixed types

* src/eva/core/callbacks/writers/embeddings/base.py

* formatting

* types

---------

Co-authored-by: Nicolas Känzig <36882833+nkaenzig@users.noreply.github.com>
Co-authored-by: ioangatop <johngatop@gmail.com>
Co-authored-by: renovate[bot] <29139614+renovate[bot]@users.noreply.github.com>
* updated layout

* updated layout

* addressed comment
* updated docs

* update leaderboard

* update docs and links
@roman807 roman807 marked this pull request as ready for review June 20, 2024 06:52
@nkaenzig nkaenzig changed the title aggregated feature support wsi level tasks Add support for WSI-level classification Jun 21, 2024
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@ioangatop ioangatop left a comment

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Great feature 🚀 lets go ahead and merge it!

@roman807 roman807 merged commit 20da644 into main Jun 24, 2024
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Support slide-level inference
3 participants