Duplicate from didsr/msynth

Co-authored-by: Elena Sizikova <evsizikova@users.noreply.huggingface.co>

.gitattributes

@@ -0,0 +1,55 @@
+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.lz4 filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+# Audio files - uncompressed
+*.pcm filter=lfs diff=lfs merge=lfs -text
+*.sam filter=lfs diff=lfs merge=lfs -text
+*.raw filter=lfs diff=lfs merge=lfs -text
+# Audio files - compressed
+*.aac filter=lfs diff=lfs merge=lfs -text
+*.flac filter=lfs diff=lfs merge=lfs -text
+*.mp3 filter=lfs diff=lfs merge=lfs -text
+*.ogg filter=lfs diff=lfs merge=lfs -text
+*.wav filter=lfs diff=lfs merge=lfs -text
+# Image files - uncompressed
+*.bmp filter=lfs diff=lfs merge=lfs -text
+*.gif filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
+*.tiff filter=lfs diff=lfs merge=lfs -text
+# Image files - compressed
+*.jpg filter=lfs diff=lfs merge=lfs -text
+*.jpeg filter=lfs diff=lfs merge=lfs -text
+*.webp filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,172 @@
+---
+license: cc0-1.0
+task_categories:
+- image-classification
+- image-segmentation
+tags:
+- medical
+pretty_name: M-SYNTH
+size_categories:
+- 10K<n<100K
+---
+# M-SYNTH
+
+<!-- Provide a quick summary of the dataset. -->
+
+M-SYNTH is a synthetic digital mammography (DM) dataset with four breast fibroglandular density distributions imaged using Monte Carlo x-ray simulations with the publicly available [Virtual Imaging Clinical Trial for Regulatory Evaluation (VICTRE)](https://github.com/DIDSR/VICTRE) toolkit.
+
+## Dataset Details
+
+The dataset has the following characteristics:
+
+* Breast density: dense, heterogeneously dense, scattered, fatty
+* Mass radius (mm): 5.00, 7.00, 9.00
+* Mass density: 1.0, 1.06, 1.1 (ratio of radiodensity of the mass to that of fibroglandular tissue)
+* Relative dose: 20%, 40%, 60%, 80%, 100% of the clinically recommended dose for each density
+
+<p align="center">
+<img src='https://raw.githubusercontent.com/DIDSR/msynth-release/main/images/examples.png' width='700'>
+</p>
+
+### Dataset Description
+
+<!-- Provide a longer summary of what this dataset is. -->
+
+- **Curated by:** [Elena Sizikova](https://esizikova.github.io/), [Niloufar Saharkhiz](https://www.linkedin.com/in/niloufar-saharkhiz/), [Diksha Sharma](https://www.linkedin.com/in/diksha-sharma-6059977/), [Miguel Lago](https://www.linkedin.com/in/milaan/), [Berkman Sahiner](https://www.linkedin.com/in/berkman-sahiner-6aa9a919/), [Jana Gut Delfino](https://www.linkedin.com/in/janadelfino/), [Aldo Badano](https://www.linkedin.com/in/aldobadano/)
+- **License:** Creative Commons 1.0 Universal License (CC0)
+
+### Dataset Sources
+
+<!-- Provide the basic links for the dataset. -->
+
+- **Code:** [https://github.com/DIDSR/msynth-release](https://github.com/DIDSR/msynth-release)
+- **Paper:** [https://arxiv.org/pdf/2310.18494.pdf](https://arxiv.org/pdf/2310.18494.pdf) 
+- **Demo:** [https://github.com/DIDSR/msynth-release/tree/master/examples](https://github.com/DIDSR/msynth-release/tree/master/examples)
+
+## Uses
+
+<!-- Address questions around how the dataset is intended to be used. -->
+
+M-SYNTH is intended to facilitate testing of AI with pre-computed synthetic mammography data. 
+
+### Direct Use
+
+<!-- This section describes suitable use cases for the dataset. -->
+
+M-SYNTH can be used to evaluate the effect of mass size and density, breast density, and dose on AI performance in lesion detection. 
+M-SYNTH can be used to either train or test  pre-trained AI models. 
+
+### Out-of-Scope Use
+
+<!-- This section addresses misuse, malicious use, and uses that the dataset will not work well for. -->
+
+M-SYNTH cannot be used in lieu of real patient examples to make performance determinations.
+
+
+## Dataset Structure
+
+<!-- This section provides a description of the dataset fields, and additional information about the dataset structure such as criteria used to create the splits, relationships between data points, etc. -->
+
+M-SYNTH is organized into a directory structure that indicates the parameters. The folder
+```
+device_data_VICTREPhantoms_spic_[LESION_DENSITY]/[DOSE]/[BREAST_DENSITY]/2/[LESION_SIZE]/SIM/P2_[LESION_SIZE]_[BREAST_DENSITY].8337609.[PHANTOM_FILE_ID]/[PHANTOM_FILEID]/
+```
+contains image files imaged with the specified parameters. Note that only examples with odd PHANTOM_FILEID contain lesions, others do not.
+
+
+```
+$ tree data/device_data_VICTREPhantoms_spic_1.0/1.02e10/hetero/2/5.0/SIM/P2_5.0_hetero.8337609.1/1/
+
+data/device_data_VICTREPhantoms_spic_1.0/1.02e10/hetero/2/5.0/SIM/P2_5.0_hetero.8337609.1/1/
+├── DICOM_dm
+│   └── 000.dcm
+├── projection_DM1.loc
+├── projection_DM1.mhd
+└── projection_DM1.raw
+```
+Each folder contains mammogram data  that can be read from .raw format (.mhd contains supporting data), or DICOM (.dcm) format. 
+Coordinates of lesions can be found in .loc files. Segmentations are stored in .raw format and can be found in data/segmentation_masks/* .
+
+See [Github](https://github.com/DIDSR/msynth-release/tree/main/code) for examples of how to access the files, and [examples](https://github.com/DIDSR/msynth-release/tree/main/examples) for code to load each type of file. 
+## Bias, Risks, and Limitations
+
+<!-- This section is meant to convey both technical and sociotechnical limitations. -->
+
+Simulation-based testing is constrained to the parameter variability represented in the object model and the acquisition system. 
+There is a risk of misjudging model performance if the simulated examples do not capture the variability in real patients. Please
+see the paper for a full discussion of biases, risks, and limitations.
+
+## How to use it
+The msynth dataset is a very large dataset so for most use cases it is recommended to make use of the streaming API of `datasets`. 
+The msynth dataset has three configurations: 1) device_data, 2) segmentation_mask, and 3) metadata 
+You can load and iterate through the dataset using the configurations with the following lines of code:
+
+```python
+from datasets import load_dataset
+ds = load_dataset("didsr/msynth", 'device_data') # For device data for all breast density, mass redius, mass density, and relative dose, change configuration to 'segmentation_mask' and 'metadata' to load the segmentation masks and bound information 
+print(ds_data["device_data"])
+
+# A sample data instance
+
+{'Raw': '~\\.cache\\huggingface\\datasets\\downloads\\extracted\\59384cf05fc44e8c0cb23bb19e1fcd8f0c39720b282109d204a85561fe66bdb1\\SIM\\P2_5.0_fatty.8336179.1\\1\\projection_DM1.raw',
+ 'mhd': '~/.cache/huggingface/datasets/downloads/extracted/59384cf05fc44e8c0cb23bb19e1fcd8f0c39720b282109d204a85561fe66bdb1/SIM/P2_5.0_fatty.8336179.1/1\\projection_DM1.mhd',
+ 'loc': '~/.cache/huggingface/datasets/downloads/extracted/59384cf05fc44e8c0cb23bb19e1fcd8f0c39720b282109d204a85561fe66bdb1/SIM/P2_5.0_fatty.8336179.1/1\\projection_DM1.loc',
+ 'dcm': '~/.cache/huggingface/datasets/downloads/extracted/59384cf05fc44e8c0cb23bb19e1fcd8f0c39720b282109d204a85561fe66bdb1/SIM/P2_5.0_fatty.8336179.1/1\\DICOM_dm\\000.dcm',
+ 'density': 'fatty',
+ 'mass_radius': 5.0}
+```
+Msynth dataset can also be loaded using custom breast density, mass redius, mass density, and relative dose information
+
+```python
+from datasets import load_dataset
+
+# Dataset properties. change to 'all' to include all the values of breast density, mass redius, mass density, and relative dose information
+config_kwargs = {
+    "lesion_density": ["1.0"], 
+    "dose": ["20%"],
+    "density": ["fatty"],
+    "size": ["5.0"]
+}
+
+# Loading device data
+ds_data = load_dataset("didsr/msynth", 'device_data', **config_kwargs)
+# Loading segmentation-mask
+ds_seg = load_dataset("didsr/msynth", 'segmentation_mask', **config_kwargs)
+```
+The meta data can also be loaded using the datasets API. An example of using metadata is given in **Demo:** [https://github.com/DIDSR/msynth-release/tree/master/examples](https://github.com/DIDSR/msynth-release/tree/master/examples)
+
+```python
+from datasets import load_dataset
+# Loading metadata 
+ds_meta = load_dataset("didsr/msynth", 'metadata')
+
+# A sample data instance
+ds_meta['metadata'][0]
+
+# Output
+
+{'fatty': '~\\.cache\\huggingface\\datasets\\downloads\\extracted\\3ea85fc6b3fcc253ac8550b5d1b21db406ca9a59ea125ff8fc63d9b754c88348\\bounds\\bounds_fatty.npy',
+ 'dense': '~\\.cache\\huggingface\\datasets\\downloads\\extracted\\3ea85fc6b3fcc253ac8550b5d1b21db406ca9a59ea125ff8fc63d9b754c88348\\bounds\\bounds_dense.npy',
+ 'hetero': '~\\.cache\\huggingface\\datasets\\downloads\\extracted\\3ea85fc6b3fcc253ac8550b5d1b21db406ca9a59ea125ff8fc63d9b754c88348\\bounds\\bounds_hetero.npy',
+ 'scattered': '~\\.cache\\huggingface\\datasets\\downloads\\extracted\\3ea85fc6b3fcc253ac8550b5d1b21db406ca9a59ea125ff8fc63d9b754c88348\\bounds\\bounds_scattered.npy'}
+
+```
+
+## Citation
+```
+@article{sizikova2023knowledge,
+  title={Knowledge-based in silico models and dataset for the comparative evaluation of mammography AI for a range of breast characteristics, lesion conspicuities and doses},
+  author={Sizikova, Elena and Saharkhiz, Niloufar and Sharma, Diksha and Lago, Miguel and Sahiner, Berkman and Delfino, Jana G. and Badano, Aldo},
+  journal={Advances in Neural Information Processing Systems},
+  volume={},
+  pages={},
+  year={2023}
+}
+```
+
+## Related Links
+1. [Virtual Imaging Clinical Trial for Regulatory Evaluation (VICTRE)](https://www.fda.gov/medical-devices/science-and-research-medical-devices/victre-silico-breast-imaging-pipeline).
+2. [FDA Catalog of Regulatory Science Tools to Help Assess New Medical Devices](https://www.fda.gov/medical-devices/science-and-research-medical-devices/catalog-regulatory-science-tools-help-assess-new-medical-devices).
+3. A. Badano, C. G. Graff, A. Badal, D. Sharma, R. Zeng, F. W. Samuelson, S. Glick, K. J. Myers. [Evaluation of Digital Breast Tomosynthesis as Replacement of Full-Field Digital Mammography Using an In Silico Imaging Trial](http://dx.doi.org/10.1001/jamanetworkopen.2018.5474). JAMA Network Open 2018.
+4. A. Badano, M. Lago, E. Sizikova, J. G. Delfino, S. Guan, M. A. Anastasio, B. Sahiner. [The stochastic digital human is now enrolling for in silico imaging trials—methods and tools for generating digital cohorts.](http://dx.doi.org/10.1088/2516-1091/ad04c0) Progress in Biomedical Engineering 2023.   
+5. E. Sizikova, N. Saharkhiz, D. Sharma, M. Lago, B. Sahiner, J. G. Delfino, A. Badano. [Knowledge-based in silico models and dataset for the comparative evaluation of mammography AI](https://github.com/DIDSR/msynth-release). NeurIPS 2023 Workshop on Synthetic Data Generation with Generative AI.

data/device_data_VICTREPhantoms_spic_1.0/1.02e10/hetero/2/5.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:728d29022e1b571397cf59fde7c8cb29f9037d4dfb63cb656388b58ef74f3b40
+size 8551707683

data/device_data_VICTREPhantoms_spic_1.0/1.02e10/hetero/2/7.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4479eb6c411fdcd97484a7cbc60dadf5510b76548447527efaf0624f15ed9439
+size 8547265978

data/device_data_VICTREPhantoms_spic_1.0/1.02e10/hetero/2/9.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d6668f0c7771c4b3a9a8501be9934bb57f6ef21d157d41b125a5fc6de16a6b16
+size 51600274

data/device_data_VICTREPhantoms_spic_1.0/1.22e10/scattered/2/5.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ae979f90533c0ceb7dca7a8754e13c7653685e22e9a948081ef0d111b828ba58
+size 8874059660

data/device_data_VICTREPhantoms_spic_1.0/1.22e10/scattered/2/7.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:166db8e99e8926d162deb3e8fc9178d33baab89cf8e8083e3fb2c3e503046f5a
+size 8867329236

data/device_data_VICTREPhantoms_spic_1.0/1.22e10/scattered/2/9.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c069bbd2ba1b949647453beeeef6f8c9258665f22bc25b11582f3acd48adb1e3
+size 8871151554

data/device_data_VICTREPhantoms_spic_1.0/1.33e10/fatty/2/5.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:077780fc4a4d3e5e3725ad80376c304c357760b083b7729878c76560b046e184
+size 9642451945

data/device_data_VICTREPhantoms_spic_1.0/1.33e10/fatty/2/7.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d10d6de284273e4b6d395e21263d36977235c7a5fe2088cea6050cadd6faa756
+size 9642220543

data/device_data_VICTREPhantoms_spic_1.0/1.33e10/fatty/2/9.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e7082eb8788f09d21f626670c5ada0efdc6dbab923136d85e7270a617bd532f3
+size 9653980990

data/device_data_VICTREPhantoms_spic_1.0/1.63e10/scattered/2/5.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2907bdb4d824d0f1dc6e3909f8b5f38fe97a3679998916b05544c247f269a492
+size 8796950026

data/device_data_VICTREPhantoms_spic_1.0/1.63e10/scattered/2/7.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:32d4be0b726c7dc0818cbcea62a0813171f0669f820a99d077257931c1004cf4
+size 8801483482

data/device_data_VICTREPhantoms_spic_1.0/1.63e10/scattered/2/9.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:08a579307f808b6f889cec54b2b692a5ade50f96a9be21497b69984c589c7b5c
+size 8811130644

data/device_data_VICTREPhantoms_spic_1.0/1.73e09/dense/2/5.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1e3f2031cd5e700a35a988c878dfd3c794b1e6d2b0d1440c6dd52b1ac2448c20
+size 8525855481

data/device_data_VICTREPhantoms_spic_1.0/1.73e09/dense/2/7.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d70947ced94c6ac373c7d2f06da75dd6e9dc568aca92e46ebafb5917374a445b
+size 8526924821

data/device_data_VICTREPhantoms_spic_1.0/1.78e10/fatty/2/5.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:65ff10f81169a5d094d5c5f17ba244bf244169d090ec337f0ae1e3be9763832c
+size 9510577073

data/device_data_VICTREPhantoms_spic_1.0/1.78e10/fatty/2/7.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:321e844f3d61db5fc2fbfe3608bf9667b0bc113a5577042db33d939614c7cd1c
+size 9519741133

data/device_data_VICTREPhantoms_spic_1.0/1.78e10/fatty/2/9.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2b036b294c40fc475d9e6b11d8385866ad2a9b5edc45b30eede279516ef2920c
+size 9525199992

data/device_data_VICTREPhantoms_spic_1.0/2.04e09/hetero/2/5.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bb308b669e973d74e2fa15937c883378e3d0facb31fb918e152234f4f5482ecd
+size 8538079884

data/device_data_VICTREPhantoms_spic_1.0/2.04e09/hetero/2/7.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a780bb971ddb6b4f9f12dd03d76ea8f06614e155bf8988e06e98eb6cac33d8ac
+size 8536668394

data/device_data_VICTREPhantoms_spic_1.0/2.04e10/scattered/2/5.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7e7765a2f44e9bc290a5ff8b4e2de0f81813d64477efd3a2e4007d35f5905447
+size 8779654627

data/device_data_VICTREPhantoms_spic_1.0/2.04e10/scattered/2/7.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9acae4186a78d0c0359822b8fe8aeb7d1a2c604c3ff3d363641a9d7cbb558307
+size 8772055977

data/device_data_VICTREPhantoms_spic_1.0/2.04e10/scattered/2/9.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8141b7da0efa453fa4ffdfac1c9f122c51bdc259bb7b518c0608fd193cac9293
+size 8785312118

data/device_data_VICTREPhantoms_spic_1.0/2.22e10/fatty/2/5.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c79c6604445a51e959a1874ceb02ca3c12eeb621c145141cce68303afef01449
+size 9499041839

data/device_data_VICTREPhantoms_spic_1.0/2.22e10/fatty/2/7.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b28aef29b353582153489b48b89fa29e75f14b4eb9c3032a5b29d38da5410a00
+size 9499016892

data/device_data_VICTREPhantoms_spic_1.0/2.22e10/fatty/2/9.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d29b2cefe39a581d7e7e73ea6e71fc6c301ad7e0c90b1ef036ecfb9f45e3b254
+size 9503425286

data/device_data_VICTREPhantoms_spic_1.0/3.47e09/dense/2/5.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4d58307340ee298c18ca0ad0db27e416b01b6948a04aa81c91c4a314a520df80
+size 8605177886

data/device_data_VICTREPhantoms_spic_1.0/3.47e09/dense/2/7.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c555a0f5e69d231d54b60a01f24aba0a0e4f9f337682df6a03c19be2ed9c61fc
+size 8610654999

data/device_data_VICTREPhantoms_spic_1.0/4.08e09/hetero/2/5.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6a4873fdd2793d15b56c056b49ddf0f0d0cb06a9ac48890875e5e1e89d5ecb11
+size 8623223766

data/device_data_VICTREPhantoms_spic_1.0/4.08e09/hetero/2/7.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:66002b6c07c1272f5657aa1b106a010b74c6fcada76f8f38c37b2b707c36d46b
+size 8628623081

data/device_data_VICTREPhantoms_spic_1.0/4.08e09/scattered/2/5.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4794193f984a4345f11c5551bdc8f94cd5853c4961345e13988e3093456579d5
+size 8973600588

data/device_data_VICTREPhantoms_spic_1.0/4.08e09/scattered/2/7.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4d57bcb3f53b2efce8f8fba337ca7fd9fbd96dd3375a2f3d046f8bb088b64252
+size 8983023537

data/device_data_VICTREPhantoms_spic_1.0/4.08e09/scattered/2/9.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:37a41f7fb12d017b92eaf06032e86778196decc3f598afc83428fbf725252712
+size 8978426152

data/device_data_VICTREPhantoms_spic_1.0/4.44e09/fatty/2/5.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6b843766bec555aef0949d77322d57c6394e62c789f2f55bb9adeb59d3c99d94
+size 9851778959

data/device_data_VICTREPhantoms_spic_1.0/4.44e09/fatty/2/7.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d72fec0c721c8d2063be60147da88652a7cb61fec3a821b6c1ca43e20931bd9b
+size 9859609376

data/device_data_VICTREPhantoms_spic_1.0/4.44e09/fatty/2/9.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f5648676cd0d763d610d6992cb672631334a61213f2f775201e9a9d448b38917
+size 9866983273

data/device_data_VICTREPhantoms_spic_1.0/5.20e09/dense/2/5.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:63405d4a2aaee961c4c1732363bc8ed34dd284674639d08e07110c6682c1ac5d
+size 8601159896

data/device_data_VICTREPhantoms_spic_1.0/5.20e09/dense/2/7.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7bc3c65f9c2bca5d62aaca062c452972fad789b09ef941f725d945345df8265f
+size 8601040419

data/device_data_VICTREPhantoms_spic_1.0/6.12e09/hetero/2/5.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d6ea0a5b08cd6a90a02f915393dcfd2af2d01c4fc1e30126611a1c205dcff68d
+size 8603872381

data/device_data_VICTREPhantoms_spic_1.0/6.12e09/hetero/2/7.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3d9db36a780cb42c6463f547f319b0c19da1a0f5e0f6827c7e93b0788bfb2b57
+size 8604193566

data/device_data_VICTREPhantoms_spic_1.0/6.94e09/dense/2/5.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:53a331594fbd95ec4acc191f264af2e91115738bedbbe7caccd8e8925da61b20
+size 8519119394

data/device_data_VICTREPhantoms_spic_1.0/6.94e09/dense/2/7.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3e7f3252f68398420e57026895b4d2dbecdba39fadf4069e36ae5fc97e948083
+size 8527521357

data/device_data_VICTREPhantoms_spic_1.0/8.16e09/hetero/2/5.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:827f48fd3daae2da73032ce41a0d208d2db86478c47caf230318c125b27a41b3
+size 8516759646

data/device_data_VICTREPhantoms_spic_1.0/8.16e09/hetero/2/7.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cc698e452f422fb620a518011c3c08003688a6c4e289ad63dbd24acc9c1a39de
+size 8510916360

data/device_data_VICTREPhantoms_spic_1.0/8.16e09/scattered/2/5.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f80edbca5156dde4c4fbabca5c6acd18755ab983b2a542e190d9b7449dda8126
+size 8888162354

data/device_data_VICTREPhantoms_spic_1.0/8.16e09/scattered/2/7.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:01989ad95d4681fd598bcfbc4e6e7d446c83ccd942650fc64c537960a6d18d37
+size 8892765431

data/device_data_VICTREPhantoms_spic_1.0/8.16e09/scattered/2/9.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:aac5674aa5151731ef49391eb25933cd8d372e245fabc6edb8fb34374995cab8
+size 8896031552

data/device_data_VICTREPhantoms_spic_1.0/8.67e09/dense/2/5.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e1486ae069025866759ee684bb2dbfa968a28e2d11cd295edd067ac91e04bdae
+size 8452098678

data/device_data_VICTREPhantoms_spic_1.0/8.67e09/dense/2/7.0/SIM.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d419686de41ec7c7e10875ece2a8cbbe5da81368192995ae6324dc23896ddd71
+size 8453792150