UNetPlusPlus
BCDU-Net
| UNetPlusPlus | BCDU-Net | |
|---|---|---|
| 2 | 1 | |
| 2,178 | 676 | |
| - | - | |
| 3.1 | 0.0 | |
| 6 months ago | over 1 year ago | |
| Python | Python | |
| GNU General Public License v3.0 or later | - |
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UNetPlusPlus
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[D] Extensions to U-nets
Code for https://arxiv.org/abs/1912.05074 found: https://github.com/MrGiovanni/UNetPlusPlus
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How to choose the skip connections for UNET++
I'm working with UNET++, especially the one with Xception backbone : https://github.com/MrGiovanni/UNetPlusPlus/blob/master/keras/segmentation_models/xnet/model.py
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.
What are some alternatives?
GlacierSemanticSegmentation - Identify glaciers in satellite images with a U^2-Net
Pytorch-UNet - PyTorch implementation of the U-Net for image semantic segmentation with high quality images
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.