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ntustison authored Sep 17, 2024
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<details>
<summary>Applications</summary>

* [MRI super-resolution](https://www.medrxiv.org/content/10.1101/2023.02.02.23285376v1)
* [Multi-modal brain extraction](https://pubmed.ncbi.nlm.nih.gov/33907199/)
* T1
* T1 ["no brainer"](https://github.com/neuronets/nobrainer)
* FLAIR
* T2
* FA
* BOLD
* [T1/T2 infant](https://www.med.unc.edu/psych/research/psychiatry-department-research-programs/early-brain-development-research/)
* [Six-tissue Atropos brain segmentation](https://pubmed.ncbi.nlm.nih.gov/33907199/)
* [Cortical thickness](https://pubmed.ncbi.nlm.nih.gov/33907199/)
* [Brain age](https://academic.oup.com/brain/article-abstract/143/7/2312/5863667?redirectedFrom=fulltext)
* [HippMapp3r hippocampal segmentation](https://pubmed.ncbi.nlm.nih.gov/31609046/)
* [Sysu white matter hyperintensity segmentation](https://pubmed.ncbi.nlm.nih.gov/30125711/)
* [HyperMapp3r white matter hyperintensity segmentation](https://pubmed.ncbi.nlm.nih.gov/35088930/)
* [Hypothalamus segmentation](https://pubmed.ncbi.nlm.nih.gov/32853816/)
* [Claustrum segmentation](https://arxiv.org/abs/2008.03465)
* [Deep Flash](https://www.nature.com/articles/s41598-024-59440-6)
* [Desikan-Killiany-Tourville cortical labeling](https://pubmed.ncbi.nlm.nih.gov/33907199/)
* [Cerebellum segmentation, parcellation, and thickness](https://www.nature.com/articles/s41598-024-59440-6)
* MRI modality classification
* Lung extraction
* [Proton](https://pubmed.ncbi.nlm.nih.gov/34227163/)
* CT
* Lung pulmonary vessel segmentation
* [Functional lung segmentation](https://pubmed.ncbi.nlm.nih.gov/34227163/)
* [Neural style transfer](https://arxiv.org/abs/1508.06576)
* Image quality assessment
* [TID2013](https://www.sciencedirect.com/science/article/pii/S0923596514001490)
* [KonIQ-10k](https://ieeexplore.ieee.org/document/8968750)
* [Mixture density networks (MDN)](https://publications.aston.ac.uk/373/1/NCRG_94_004.pdf)

* [Training scripts](https://github.com/ntustison/ANTsXNetTraining)
* [Brain applications](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#brain-applications)

* [Multi-modal brain extraction](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#brain-extraction)
* [Deep Atropos (Six-tissue brain segmentation)](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#deep-atropos)
* [Cortical thickness](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#cortical-thickness)
* [Desikan-Killiany-Tourville parcellation](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#desikan-killiany-tourville-parcellation)
* [DeepFLASH (medial temporal lobe parcellation)](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#deepflash-medial-temporal-lobe-parcellation)
* [Hippmapp3r (hippocampal segmentation)](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#hippmapp3r)
* [Brain AGE](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#brain-age)
* [Claustrum segmentation](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#claustrum-segmentation)
* [Hypothalamus segmentation](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#hypothalamus-segmentation)
* [Cerebellum morphology](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#cerebellum-morphology)
* White matter hyperintensities segmentation
* [SYSU](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#white-matter-hyperintensities-segmentation-sysu)
* [Hypermapp3r](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#white-matter-hyperintensities-segmentation-hypermapp3r)
* [SHIVA](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#white-matter-hyperintensities-segmentation-shiva)
* [ANTsXNet](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#white-matter-hyperintensities-segmentation-antsxnet)
* [Perivascular spaces segmentation (SHIVA)](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#perivascular-spaces-segmentation-shiva)
* [Brain tumor segmentation](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#brain-tumor-segmentation)
* [MRA-TOF vessel segmentation](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#mra-tof-vessel-segmentation)
* [Lesion segmentation (WIP)](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#lesion-segmentation-wip)
* [Whole head inpainting](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#whole-head-inpainting)

* [Lung applications](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#lung-applications)

* [Lung extraction](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#lung-extraction)
* [Functional lung segmentation](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#functional-lung-segmentation)
* [Pulmonary artery segmentation](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#pulmonary-artery-segmentation)
* [Pulmonary airway segmentation](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#pulmonary-airway-segmentation)
* [CheXNet](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#chexnet)

* [Mouse applications](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#mouse-applications)
* [Mouse brain extraction](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#mouse-brain-extraction)
* [Mouse brain parcellation](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#mouse-brain-parcellation)
* [Mouse cortical thickness](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#mouse-cortical-thickness)

* [General applications](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#general-applications)

* [MRI super resolution](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#mri-super-resolution)
* [No reference image quality assesment using TID](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#no-reference-image-quality-assesment-using-tid)
* [Full reference image quality assessment](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#full-reference-image-quality-assessment)

* [Data augmentation](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#data-augmentation)

* [Noise](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#noise)
* [Histogram intensity warping](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#histogram-intensity-warping)
* [Simulate bias field](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#simulate-bias-field)
* [Random spatial transformations](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#random-spatial-transformations)
* [Combined](https://gist.github.com/ntustison/12a656a5fc2f6f9c4494c88dc09c5621#combined)

</details>

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