computingnature, 1 month ago to bioinformatics Despite all their hype in AI, we found that Transformers do not outperform #Cellpose for cellular segmentation tasks: https://www.biorxiv.org/content/10.1101/2024.04.06.587952v1 #bioinformatics #biology #machinelearning Cellpose outperforms winner of Neurips challenge (Ma et al 2024) on test set images. We show example images from the test set with Cellpose segmentations overlaid in yellow.
Despite all their hype in AI, we found that Transformers do not outperform #Cellpose for cellular segmentation tasks: https://www.biorxiv.org/content/10.1101/2024.04.06.587952v1
#bioinformatics #biology #machinelearning
Cellpose outperforms winner of Neurips challenge (Ma et al 2024) on test set images. We show example images from the test set with Cellpose segmentations overlaid in yellow.
computingnature, 3 months ago to random #Cellpose 3! Not all images are perfect. Restore your images with Cellpose3 to get better segmentations, w/ @marius10p https://www.biorxiv.org/content/10.1101/2024.02.10.579780v1 (click to play gif) noisy images are denoised by a deep learning algorithm to improve segmentation, then segmented by another deep learning algorithm
#Cellpose 3! Not all images are perfect. Restore your images with Cellpose3 to get better segmentations, w/ @marius10p https://www.biorxiv.org/content/10.1101/2024.02.10.579780v1
(click to play gif)
noisy images are denoised by a deep learning algorithm to improve segmentation, then segmented by another deep learning algorithm
computingnature, 5 months ago to science AI under the microscope: the algorithms powering the search for cells: https://go.nature.com/3SVdFur. Nice article by Michael Eisenstein about cellular segmentation, with a shout out to #cellpose :) #biology #deeplearning
AI under the microscope: the algorithms powering the search for cells: https://go.nature.com/3SVdFur. Nice article by Michael Eisenstein about cellular segmentation, with a shout out to #cellpose :) #biology #deeplearning