Model Evaluation Platform alpha

This is a collection of AI models from the BioImage Model Zoo that have been applied to several datasets from the BIA. Here you can visualise the prediction of the models for different images.


Filter models that have benchmarking scores:

loyal-squid

3D UNet Mouse Embryo Fixed

Task: 3D nucleus segmentation

Tags: 3D, nuclei, mouse embryo, fixed tissue, confocal microscopy, semantic segmentation, torchscript, ilastik, U-Net, plantseg, deepimagej, pytorch

noisy-fish

3D UNet Arabidopsis Ovules Nuclei

Task: 3D nucleus segmentation

Tags: 3D, nuclei, arabidopsis ovule, confocal microscopy, semantic segmentation, plantseg, U-Net, pytorch

affable-shark

Nuclei Segmentation Boundary Model

Task: 2D nucleus segmentation

Tags: 2D, nuclei, fluorescence microscopy, instance segmentation, U-Net

emotional-cricket

UNet3D Arabidopsis Apical Stem Cells

Task: 3D cell segmentation

Tags: 3D, cell membrane, arabidopsis ovule, confocal microscopy, semantic segmentation, plantseg, U-Net, pytorch, plant, ilastik

powerful-fish

3D UNet Mouse Embryo Live

Task: 3D cell segmentation

Tags: 3D, cell membrane, mouse embryo, live tissue, light sheet microscopy, semantic segmentation, torchscript, ilastik, U-Net, plantseg, deepimagej, pytorch, animal

passionate-t-rex

3D UNet Arabidopsis Ovules

Task: 3D cell segmentation

Tags: 3D, cell membrane, arabidopsis ovule, tissue, fluorescence microscopy, semantic segmentation, torchscript, ilastik, U-Net, plantseg, deepimagej, pytorch, plant

thoughtful-turtle

3D UNet Lateral Root Primordia Cells

Task: 3D cell segmentation

Tags: 3D, cell membrane, arabidopsis lateral root, tissue, light sheet microscopy, semantic segmentation, ilastik, U-Net, plantseg, pytorch, plant

pioneering-rhino

2D UNet Arabidopsis Ovules

Task: 2D cell segmentation

Tags: 2D, cell membrane, arabidopsis ovule, tissue, fluorescence microscopy, semantic segmentation, ilastik, U-Net, plantseg, pytorch, plant

laid-back-lobster

2D UNet Arabidopsis Apical Stem Cells

Task: 2D cell segmentation

Tags: 2D, cell membrane, arabidopsis stem cells, fluorescence microscopy, semantic segmentation, plantseg, U-Net, pytorch, plant, ilastik, tissue

powerful-chipmunk

Covid IF Cell Segmentation Boundary Model

Task: 2D cell segmentation

Tags: 2D, cells, immunofluorescence, transmission light microscopy, instance segmentation, COVID-19, U-Net

hiding-tiger

Live Cell Segmentation Boundary Model

Task: 2D cell segmentation

Tags: 2D, cells, label free, transmission light microscopy, instance segmentation

noisy-hedgehog

2D UNet for label-free prediction of mCherry-H2B

Task: prediction of H2B localisation

Tags: 2D, cells, label free, transmission light microscopy, fluorescence, U-Net

dynamic-t-rex

CHO cells nuclei virtual staining - brightfield - Pix2Pix

Task: prediction of cell membrane localisation

Tags: 2D, cells, in silico labeling, transmission light microscopy, fluorescence, conditional gan, cyclegan, zerocostdl4mic, deepimagej, pytorch, actin, dapi, nuclei

charismatic-whale

DeepBacs Segmentation Boundary Model

Task: 2D cell segmentation

Tags: 2D, instance segmentation, U-Net, zerocostdl4mic, deepbacs, pytorch

frank-water-buffalo

UniFMIR Denoise On Planaria

Task: denoising

Tags: 2D, image restoration, fluorescence microscopy, pytorch