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AI Toolkit for Healthcare Imaging

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**Is your feature request related to a problem? Please describe.** None **Describe the solution you'd like** [Large-scale Robust Deep AUC Maximization: A New Surrogate Loss and Empirical Studies on Medical...

Contribution wanted
Feature request

**Is your feature request related to a problem? Please describe.** would be great to benchmark (and improve) the reader/writer performance, or recommend optimal options for those components. cc @AHarouni

Feature request

**Is your feature request related to a problem? Please describe.** ``` `torch.testing.assert_allclose()` is deprecated since 1.12 and will be removed in 1.14. Use torch.testing.assert_close() instead. For detailed upgrade instructions see...

**Is your feature request related to a problem? Please describe.** This example needs updating to use new MONAIAlgo and bundle configuration (once ready) https://github.com/Project-MONAI/tutorials/tree/main/federated_learning/nvflare/nvflare_spleen_example **Describe the solution you'd like** Update...

tutorials

**Is your feature request related to a problem? Please describe.** A transform that received the output of HoVerNet (probability map, regressed X, regressed Y) and output a categorical map of...

Feature request
Pathology/Microscopy

There are some places that can be enhanced: 1. If reading a directory, currently the reader will consider all data within the directory as slices. However, there may have some...

**Is your feature request related to a problem? Please describe.** Does MONAI have code to compose 2 DVFs together? In image registration, we often encounter multi-stage registration. A series of...

Contribution wanted
Feature request

**Is your feature request related to a problem? Please describe.** the previous implementations of `get_*_layer` https://github.com/Project-MONAI/MONAI/blob/ff9ff55dd9198dabcc31eebe3109332ea708b356/monai/networks/blocks/dynunet_block.py#L133-L137 could now be replaced by `Convolution ` https://github.com/Project-MONAI/MONAI/blob/ff9ff55dd9198dabcc31eebe3109332ea708b356/monai/networks/blocks/convolutions.py#L24 this is however a breaking change,...

Feature request

**Is your feature request related to a problem? Please describe.** Follow up of https://github.com/Project-MONAI/MONAI/pull/4050, this is a feature request to extend the surface-based metric module for 3D, with the support...

Module: metrics
Contribution wanted
Feature request

First of all thanks for a great repository! I was very happy finding a Pytorch implementation of Savitzky–Golay filtering for my hyperspectral images. However, when executing the code in my...

Contribution wanted
Feature request