ebgoldstein / eri_tf_notebooks

Notebooks for building TensorFlow Classification and Segmenation models using labeled NOAA ERI imagery

ERI TF Notebooks

These are two notebooks that outline the construciton of two basic TensorFlow models using the labeled NOAA Emergency responce imagery (ERI).

1. Classification model notebook

to do

2. Segmenation model notebook

to do

---

data source:

NOAA emergency response imagery

NOAA image data retrieval:

psi- collect

Data labeling Tools:

CoastalImageLabeler

Doodler

Sniffer

label data source:

Classification data:

Segmentation data:

related analyses:

Labeling Poststorm Coastal Imagery for Machine Learning: Measurement of Interrater Agreement

An Active Learning Pipeline to Detect Hurricane Washover in Post-Storm Aerial Images:

IoU Maps

ML Models:

Washover Models

Segmentation Gym

Coastal TF templates

eri_tf_notebooks's Issues

Segmentation model

• Download from Zenodo
• sort/pivot data
• combine/adjudicate
• train model
• save model
• load model
• evaluate a single prediction

Classification Notebook

• Download from Zenodo
• sort/pivot data
• combine/adjudicate
• train model
• save model
• load model
• evaluate a single prediction

Readme