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ELEKTRONN
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elektronn3
A PyTorch-based library for working with 3D and 2D convolutional neural networks, with focus on semantic segmentation of volumetric biomedical image data
MIT License
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Input normalization
#54
SebastienTs
opened
1 year ago
0
Elektronn3
#53
SebDBI
closed
1 year ago
0
UNet Implementation details
#52
SebastienTs
opened
1 year ago
2
Sparse annotations for training
#51
SebastienTs
opened
1 year ago
2
How to train the model with custom datasets
#50
Elmiar0642
opened
1 year ago
1
Error with 3D convolution on custom Kernels
#49
Elmiar0642
closed
1 year ago
2
Trainer scripts and metrics for GNN training
#47
hash-ir
closed
2 years ago
0
Merge phil_convpoint into syconn
#46
pschubert
closed
3 years ago
0
Knossos labels kzip
#45
riegerfr
closed
3 years ago
0
Update requirements.txt
#44
flmuk
closed
3 years ago
0
noise to zero_like, not empty_like
#43
riegerfr
closed
4 years ago
0
introduced handling for target = None in RandomRotate2d
#42
riegerfr
closed
4 years ago
1
implemented caching for KnossosRawData
#41
riegerfr
closed
4 years ago
1
Various improvements by @Optiligence and @mdraw
#40
mdraw
closed
5 years ago
0
Import error when running in SyConn environment
#39
AldoCP
closed
5 years ago
1
Caconi ensemble
#38
caconi
closed
3 years ago
0
Missing assignment to mode in train_unet_neurodata.py
#37
dmankins
closed
5 years ago
1
train_unet_neurodata.py default seed is a seed of 0, not a random seed
#36
dmankins
closed
4 years ago
2
Offline validation/evaluation of trained models
#35
mdraw
closed
4 years ago
1
Inference example script
#34
mdraw
closed
5 years ago
0
High-level documentation
#33
mdraw
opened
5 years ago
0
NaN losses when training with torch.nn.CrossEntropyLoss
#32
mdraw
closed
5 years ago
0
correct metrics with ignore class
#31
Optiligence
closed
5 years ago
1
don’t allocate complete in- and output on the gpu
#30
Optiligence
closed
5 years ago
0
adjust output shape as multiple of tile shape
#29
Optiligence
closed
5 years ago
0
Reproducibility
#28
mdraw
closed
5 years ago
0
fix metrics for i.e. negative gt batches
#27
Optiligence
closed
5 years ago
0
ElasticTransform and RandomGaussianBlur transforms
#26
mdraw
closed
5 years ago
1
Add Predictor, TripletNet, RandomFlip, 2D FCN
#25
pschubert
closed
6 years ago
2
Enable automatic documentation build and hosting on readthedocs
#24
mdraw
closed
6 years ago
0
New transforms API for datasets
#23
mdraw
closed
6 years ago
0
Improve PatchCreator interface, add basic 2D training support
#22
mdraw
closed
6 years ago
0
Automatic backup of training code and environment info (resolves #11)
#21
rasaxena
closed
6 years ago
1
Ravil
#20
ravil-mobile
closed
6 years ago
1
New data augmentation
#19
ravil-mobile
closed
6 years ago
0
[WIP] Add local blur ("blob") augmentations
#18
mdraw
closed
6 years ago
2
Large-scale prediction using trained models
#17
mdraw
closed
5 years ago
1
readthedocs page with auto-generated API documentation
#16
mdraw
closed
6 years ago
3
Docstrings and type information
#15
mdraw
closed
5 years ago
1
Calculating and visualizing effective (empirical) receptive fields of network models
#14
mdraw
closed
5 years ago
0
OOM when using the current PyTorch git master
#13
mdraw
closed
6 years ago
2
Random HDF5 read errors
#12
mdraw
closed
5 years ago
1
Back up training code to save_path for more reproducible experiments
#11
mdraw
closed
6 years ago
2
"Invalid" targets with out-of-bounds elements
#10
mdraw
closed
5 years ago
2
Add non-geometric augmentation methods
#9
mdraw
closed
5 years ago
1
Plot overlay images to TensorBoard
#8
mdraw
closed
6 years ago
0
Early stopping and dynamic learning rate reduction
#7
mdraw
closed
5 years ago
1
Modularize and clean up StoppableTrainer
#6
mdraw
closed
5 years ago
0
Support 2D data sets
#5
mdraw
closed
5 years ago
1
Decide what to do with train.py
#4
mdraw
closed
6 years ago
2
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