Library for multiscale visualization of high-resolution multiplexed bioimaging data on the web. Directly renders Zarr and OME-TIFF.

Vitessce is a visual integration tool for exploration of spatial single-cell experiments.

HuBMAP Data Portal front end

Weighted Masks Fusion (WMF) - Ensembling for Instance Segmentation.

HuBMAP data submission guidelines, and tools which check that submissions adhere to those guidelines.

Utils for loading HuBMAP data formats

Binary segmentation of multi organ tissue units while implementing latest vision transformer architectures

Glomerular Segmentation in Kidney Tissue Images using U-Net.

R client to discover and retrieve data on HuBMAP Data Portal

LinkML schema for ASCB-T tables

HuBMAP & SPARC Linkages

kaggle hubmap kidney segmentation code

Semantic Segmentation to identify glomeruli in kidney images

Identify the locations of each functional tissue unit (FTU) in biopsy slides from several different organs.

Python utility for converting images to zarr chunked arrays

Config-driven PyTorch Lightning framework for microvascular instance segmentation in human kidney histology (Kaggle HuBMAP 2023). An ML system-design case study: polygon-to-mask modelling, augmentation, class-balanced training, and COCO-RLE submission encoding.

Style guide for HuBMAP Portal development.