Secondary Electron Microscopy Images of Soil Samples
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

File Formats

.im

Indexed Mesh (*.im)

.nrrd

Nearly Raw Raster Data (*.nrrd)

.tif

Tagged Image File (*.tif)

Metadata

Data Container

Catalog Tool


Preprocessing

Corrections

Dead-Time-Correction

Correct Columns and Rows

Normalization

Registration

Align Slices with Auto-Track

Composites

Indices

Denoising

Maximize NN Performance

PPSIM Tool


Visualization and Exploratory Analysis

Visualization of High Dimensional Data

Color Brewing

Statistics


Feature Engineering

Core Members // Unmixing

Information Complexity

Feature Descriptors

Texture Descriptors


Clustering

kNN

DBScan

Clustering Performance

Clustering Entropy


Segmentation

Unsupervised vs Supervised


Archetypal Analysis

Features


Classification

Algorithms

Classes of Interest


Interaction

App Desgin User Story

Interactive Clustering

Active Learning Segmentation


© 2020 M. Werner