DeepTrack Profile
DeepTrack

@DeepTrackAI

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13

Microscopy with Deep Learning

Joined October 2021
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@DeepTrackAI
DeepTrack
3 years
New stable release of DeepTrack2 1.5.6! https://t.co/bCtAKIA3WB PyPi 1.5.6 https://t.co/8BSHpN3Qti DeepTrack2 1.5.6 is a patch that fixed an issue with the endothelial_vs dataset and an issue with repeated oneof-features.
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pypi.org
A deep learning oriented microscopy image simulation package
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@DeepTrackAI
DeepTrack
3 years
New stable release of DeepTrack2 1.5.2! https://t.co/m2ZvWNK1IK PyPi 1.5.2 https://t.co/WZdHXeLwT4 DeepTrack2 1.5.2 is a patch with improvements to attention layers, new datasets to train GNNs and virtual staining NN, and improved Mie optics.
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pypi.org
A deep learning oriented microscopy image simulation package
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@DeepTrackAI
DeepTrack
3 years
LodeSTART. A new #deeplearning method based on DeepTrack is now published in @NatureComms It detects microscopic objects with sub-pixel accuracy from a single unlabeled image by exploiting roto-translational symmetries
@VolpeResearch
Giovanni Volpe
3 years
Our new method to to train neural networks with a single image and without ground truth, @DeepTrackAI LodeSTAR, is published in @NatureComms Find out more https://t.co/Fb1pu5e1EW An effort led by @BMidtvedt
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@DeepTrackAI
DeepTrack
3 years
New stable release of DeepTrack2 1.5.1! https://t.co/jFytHVnKJ1 PyPi 1.5.1 https://t.co/hYQFPqPPZb DeepTrack2 1.5.1 is a patch with some fixes to the Mie scatterers.
Tweet card summary image
pypi.org
A deep learning oriented microscopy image simulation package
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@DeepTrackAI
DeepTrack
3 years
DeepTrack2 1.5.0 includes: - a new time-distributed convolutional neural network model (TimeDistributedFullyConvolutional) - multi-input support for continuous generators - several improvements to the Mie physics simulation code - many other not-so-exciting bug fixes 2/2
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@DeepTrackAI
DeepTrack
3 years
New stable release of DeepTrack2 1.5.0! https://t.co/JlgRSOPXK9 PyPi 1.5.0 https://t.co/EE3b6zilib DeepTrack2 1.5.0 is a minor release 1/2
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pypi.org
A deep learning oriented microscopy image simulation package
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@DeepTrackAI
DeepTrack
4 years
There are two breaking changes: 1. The deprecated operator + to chain features has been removed. It is now only possible using the >> operator. 2. The deprecated operator ** to duplicate a feature has been removed. It is now only possible using the ^ operator. 5/5
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@DeepTrackAI
DeepTrack
4 years
If you are already using DeepTrack 2.0 (pypi version 0.x.x), updating to DeepTrack 2.1 (pypi version 1.0.0) should be painless, as no change to your code is needed, if you have followed deprecation warnings. 4/5
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@DeepTrackAI
DeepTrack
4 years
4. Many new feature classes for arithmetic and statistics. 5. New neural network models, including graph neural networks and various generative networks. 6. Significantly expanded interactions between features. 3/5
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@DeepTrackAI
DeepTrack
4 years
The main new functionalities include: 1. Support for GPU-accelerated simulations. 2. State-of-the-art methods for tracking and tracing objects. 3. Flexile and consistent support for physical units. 2/5
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@DeepTrackAI
DeepTrack
4 years
DeepTrack 2.1.0.0 is now released! https://t.co/udwg2lY58m PyPI version 1.0.0 https://t.co/AhWkVcHyHr DeepTrack 2.1 is a major release focusing on enhancing performance, stability, and the convenience of using DeepTrack. 1/5
Tweet card summary image
pypi.org
A deep learning oriented microscopy image simulation package
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@DeepTrackAI
DeepTrack
4 years
DeepTrack 2.0.11.4 is now released fixing several bugs https://t.co/c62EXA4gQA
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github.com
Minor bug-fixes for v2.0
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