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Releases: okunator/cellseg_models.pytorch

v0.1.14

01 Dec 16:24
2bd11ce
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0.1.14 — 2022-12-01

Performance

  • Throw away some unnecessary parts of the cellpose post-proc pipeline that just brought overhead and did nothing.

Refactor

  • Refactor the whole cellpose post-processing pipeline for readability.

  • Refactored multiprocessing code to be reusable and moved it under utils.

Features

  • Add exact euler integration (on CPU) for cellpose post-processing.

  • added more pathos.Pool options for parallel processing. Added ThreadPool, ProcessPool & SerialPool

  • add all the mapping methods for each Pool obj. I.e. amap, imap, uimap and map

v0.1.13

25 Nov 11:09
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0.1.13 — 2022-11-25

Features

  • Add option to return encoder features, and decoder features along the outputs in the forward pass of any model.

Fixes

  • Turn the cellpose and stardist postproc dirs into modules.

v0.1.2

03 Nov 17:10
74814ab
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0.1.12 — 2022-11-03

Performance

  • Reverse engineered the stardist post-processing pipeline to python. Accelerated it with Numba and optimized it even further. Now it runs almost 2x faster than the original C++ verion.

Fixes

  • Fix bug with padding in SlidingWindowInferer

v0.1.11

21 Oct 10:55
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0.1.11 — 2022-10-21

Removed

  • unnecessary torchvision dependency

v0.1.10

21 Oct 09:29
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0.1.10 — 2022-10-21

Removed

  • torch-optimizer removed from the optional dependency list. Started to cause headache.

v0.1.9

21 Oct 08:36
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0.1.9 — 2022-10-21

Refactor

  • Moved saving utilities to FileHandler and updated tests.

Features

  • Added geojson saving support for inference

v0.1.8

18 Oct 16:00
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0.1.8 — 2022-10-18

Features

  • Support to return all of the feature maps from each decoder stage.

  • Add multi-gpu inference via DataParallel

v0.1.7

15 Oct 16:06
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0.1.7 — 2022-10-15

Fixes

  • Fix SCE loss bug.

v0.1.6

14 Oct 11:19
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0.1.6 — 2022-10-14

Features

  • Add a Wandb artifact table callback for loading a table of test data metrics and insights to wandb.

Fixes

  • Symmetric CE loss fixed.

  • Add option to return binary and instance labelled mask from the dataloader. Previously binary was returned with return_inst flag which was confusing.

  • Fix the SegmentationExperiment to return preds and masks at test time.

v0.1.5

07 Oct 15:00
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Wandb callback bug fixes.