- Secondary Electron Microscopy Images of Soil Samples(c) 2023 SoilCarbonHack
SoilCarbonHack Report: Data Science for Soil Science
This is work in progress.
NanoSIMS Data
Data Acquisition
.im
Indexed Mesh (*.im)
.nrrd
Nearly Raw Raster Data (*.nrrd)
.tif
Tagged Image File (*.tif)
Data Container
Preprocessing
Corrections
Dead-Time-Correction
Correct Columns and Rows
Normalization
Registration
Align Slices with Auto-Track
Composites
Indices
Denoising
Visualization and Exploratory Analysis
Visualization of High Dimensional Data
Color Brewing
Statistics
Feature Engineering
Core Members // Unmixing
Feature Descriptors
Texture Descriptors
Clustering
kNN
DBScan
…
Clustering Entropy
…
Segmentation
Unsupervised vs Supervised
Archetypal Analysis
Features
Classification
Algorithms
Classes of Interest
Interaction
App Desgin User Story
Interactive Clustering
Active Learning Segmentation