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## [Part I, LNCS Volume 12261: Machine Learning Methodologies](https://link.springer.com/book/10.1007/978-3-030-59710-8)

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| Title | First Author | PDF | Code |
| ------------------------------------------------------------ | -------------------- | ---------------------------------------------------- | ------------------------------------------------------------ |
| From Connectomic to Task-Evoked Fingerprints: Individualized Prediction of Task Contrasts from Resting-State Functional Connectivity | Gia H. Ngo | [LNCS](https://doi.org/10.1007/978-3-030-59728-3_7) | [Code](https://github.com/ngohgia/brain-surf-cnn) |
| Deep Graph Normalizer: A Geometric Deep Learning Approach for Estimating Connectional Brain Templates | Mustafa Burak Gurbuz | [LNCS](https://doi.org/10.1007/978-3-030-59728-3_16) | [Code](https://github.com/basiralab/DGN) |
| Supervised Multi-topology Network Cross-Diffusion for Population-Driven Brain Network Atlas Estimation | Islem Mhiri | [LNCS](https://doi.org/10.1007/978-3-030-59728-3_17) | [Code](https://github.com/basiralab/SM-netFusion) |
| Partial Volume Segmentation of Brain MRI Scans of Any Resolution and Contrast | Benjamin Billot | [LNCS](https://doi.org/10.1007/978-3-030-59728-3_18) | [Code](https://github.com/BBillot/SynthSeg) |
| Context-Aware Refinement Network Incorporating Structural Connectivity Prior for Brain Midline Delineation | Shen Wang | [LNCS](https://doi.org/10.1007/978-3-030-59728-3_21) | [Code](https://github.com/ShawnBIT/Brain-Midline-Detection) |
| White Matter Tract Segmentation with Self-supervised Learning | Qi Lu | [LNCS](https://doi.org/10.1007/978-3-030-59728-3_27) | [Code](https://github.com/MIC-DKFZ/TractSeg) |
| Tractogram Filtering of Anatomically Non-plausible Fibers with Geometric Deep Learning | Pietro Astolfi | [LNCS](https://doi.org/10.1007/978-3-030-59728-3_29) | [Code](https://github.com/FBK-NILab/tractogram_filtering/tree/miccai2020) |
| TRAKO: Efficient Transmission of Tractography Data for Visualization | Daniel Haehn | [LNCS](https://doi.org/10.1007/978-3-030-59728-3_32) | [Code](https://github.com/bostongfx/trako) |
| Whole MILC: Generalizing Learned Dynamics Across Tasks, Datasets, and Populations | Usman Mahmood | [LNCS](https://doi.org/10.1007/978-3-030-59728-3_40) | [Code](https://github.com/UsmanMahmood27/MILC) |
| A Deep Pattern Recognition Approach for Inferring Respiratory Volume Fluctuations from fMRI Data | Roza G. Bayrak | [LNCS](https://doi.org/10.1007/978-3-030-59728-3_42) | [Code](https://github.com/neurdylab/deep-physio-recon) |
| Spatio-Temporal Graph Convolution for Resting-State fMRI Analysis | Soham Gadgil | [LNCS](https://doi.org/10.1007/978-3-030-59728-3_52) | [Code](https://github.com/sgadgil6/cnslab_fmri) |
| A Shared Neural Encoding Model for the Prediction of Subject-Specific fMRI Response | Meenakshi Khosla | [LNCS](https://doi.org/10.1007/978-3-030-59728-3_53) | [Code](https://github.com/mk2299/SharedEncoding_MICCAI) |
| Topology-Aware Generative Adversarial Network for Joint Prediction of Multiple Brain Graphs from a Single Brain Graph | Alaa Bessadok | [LNCS](https://doi.org/10.1007/978-3-030-59728-3_54) | [Code](https://github.com/basiralab/MultiGraphGAN) |
| Topology-Aware Generative Adversarial Network for Joint Prediction of Multiple Brain Graphs from a Single Brain Graph | Alaa Bessadok | [LNCS](https://doi.org/10.1007/978-3-030-59728-3_54) | [Code](https://github.com/basiralab/MultiGraphGAN) |
| Patch-Based Abnormality Maps for Improved Deep Learning-Based Classification of Huntington’s Disease | Kilian Hett | [LNCS](https://doi.org/10.1007/978-3-030-59728-3_62) | [Code](https://github.com/MedICL-VU/patch-based_abnormality) |
| Modelling the Distribution of 3D Brain MRI Using a 2D Slice VAE | Anna Volokitin | [LNCS](https://doi.org/10.1007/978-3-030-59728-3_64) | [Code](https://github.com/voanna/slices-to-3d-brain-vae/) |
| Image-Level Harmonization of Multi-site Data Using Image-and-Spatial Transformer Networks | Robert Robinson | [LNCS](https://doi.org/10.1007/978-3-030-59728-3_69) | [Code](https://github.com/mlnotebook/domain_adapation_istn) |



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