BCDU-Net
GlacierSemanticSegmentation
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BCDU-Net | GlacierSemanticSegmentation | |
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1 | 1 | |
676 | 4 | |
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0.0 | 10.0 | |
about 1 year ago | over 3 years ago | |
Python | Jupyter Notebook | |
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BCDU-Net
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[D] Extensions to U-nets
I compared a U-net, BCDU-net, and a U2-net for glacier semantic segmentation which is a pretty easy task. I don't still have the exact numbers, but U2-net was the best. I've also used a U2-net to map geologic structures which is a lot harder and the U2-net did well there too.
GlacierSemanticSegmentation
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[D] Extensions to U-nets
I compared a U-net, BCDU-net, and a U2-net for glacier semantic segmentation which is a pretty easy task. I don't still have the exact numbers, but U2-net was the best. I've also used a U2-net to map geologic structures which is a lot harder and the U2-net did well there too.
What are some alternatives?
Pytorch-UNet - PyTorch implementation of the U-Net for image semantic segmentation with high quality images
UNetPlusPlus - [IEEE TMI] Official Implementation for UNet++
U-2-Net - The code for our newly accepted paper in Pattern Recognition 2020: "U^2-Net: Going Deeper with Nested U-Structure for Salient Object Detection."
AI-Syncline-Mapper - Automatic mapping of synclines in the Western Desert, Egypt
perin - PERIN is Permutation-Invariant Semantic Parser developed for MRP 2020
unet - unet for image segmentation
medicaldetectiontoolkit - The Medical Detection Toolkit contains 2D + 3D implementations of prevalent object detectors such as Mask R-CNN, Retina Net, Retina U-Net, as well as a training and inference framework focused on dealing with medical images.
MenstruatioNN - LSTM to predict menstruation and menstrual cycles.