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id: fiji/N2VSEMDemo | ||
status: accepted | ||
type: model | ||
versions: | ||
- name: N2V SEM Demo | ||
status: accepted | ||
version_id: latest | ||
version_name: latest | ||
rdf_source: | ||
authors: | ||
- affiliation: MDC Berlin | ||
name: Deborah Schmidt | ||
cite: | ||
- doi: https://doi.org/10.1016/bs.mch.2019.05.001 | ||
text: Buchholz, T. et al. - Content-aware image restoration for electron microscopy. | ||
Methods in Cell Biology, Volume 152 p.277-289, ISSN 0091-679X (2019) | ||
config: | ||
fiji: | ||
batchDimLength: 180 | ||
batchSize: 64 | ||
neighborhoodRadius: 5 | ||
numEpochs: 100 | ||
numStepsPerEpoch: 300 | ||
patchDimLength: 60 | ||
stepsFinished: 30000 | ||
trainDimensions: 2 | ||
covers: | ||
- https://raw.githubusercontent.com/bioimage-io/fiji-bioimage-io/master/models/n2v-sem-demo/thumbnail.png | ||
description: Demo model for denoising trained on a single SEM image with Noise2Void | ||
documentation: | ||
https://raw.githubusercontent.com/bioimage-io/fiji-bioimage-io/master/models/n2v-sem-demo/README.md | ||
format_version: 0.3.6 | ||
framework: tensorflow | ||
id: fiji/N2VSEMDemo | ||
inputs: | ||
- axes: byxc | ||
data_range: | ||
- -.inf | ||
- .inf | ||
data_type: float32 | ||
name: input | ||
preprocessing: | ||
- kwargs: | ||
axes: ycx | ||
mean: 41498.87 | ||
mode: fixed | ||
std: 15007.021 | ||
name: zero_mean_unit_variance | ||
shape: | ||
min: | ||
- 1 | ||
- 68 | ||
- 68 | ||
- 1 | ||
step: | ||
- 0 | ||
- 4 | ||
- 4 | ||
- 0 | ||
language: java | ||
license: BSD-3-Clause | ||
links: | ||
- fiji/Fiji | ||
name: N2V SEM Demo | ||
outputs: | ||
- axes: byxc | ||
data_range: | ||
- -.inf | ||
- .inf | ||
data_type: float32 | ||
halo: | ||
- 0 | ||
- 32 | ||
- 32 | ||
- 0 | ||
name: denoised | ||
postprocessing: | ||
- kwargs: | ||
axes: ycx | ||
gain: 41498.87 | ||
offset: 15007.021 | ||
name: scale_linear | ||
shape: | ||
offset: | ||
- 0.0 | ||
- 0.0 | ||
- 0.0 | ||
- 0.0 | ||
reference_tensor: input | ||
scale: | ||
- 1.0 | ||
- 1.0 | ||
- 1.0 | ||
- 1.0 | ||
tags: | ||
- denoising | ||
- unet2d | ||
- n2v | ||
test_inputs: | ||
- https://raw.githubusercontent.com/bioimage-io/fiji-bioimage-io/master/models/n2v-sem-demo/test_input.tif | ||
test_outputs: | ||
- https://raw.githubusercontent.com/bioimage-io/fiji-bioimage-io/master/models/n2v-sem-demo/test_output.tif | ||
timestamp: '2021-06-03T13:34:19.685956' | ||
type: model | ||
version: 0.1.2 | ||
weights: | ||
tensorflow_saved_model_bundle: | ||
authors: | ||
- affiliation: MDC Berlin | ||
name: Deborah Schmidt | ||
sha256: c55ab5528ec0dd8b3e00062df155ba00aef4971d7eacc3ed2d41db1f25917994 | ||
source: | ||
https://github.com/bioimage-io/fiji-bioimage-io/releases/download/v0.3.1/n2v-sem-demo_savedmodelbundle.zip | ||
tensorflow_version: 1.13.1 | ||
status: deleted |
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