Caleb Robinson calebrob6
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calebrob6
/ polygonize_buildings.py
Created
July 28, 2023 21:05
A method for performing building polygonization by moving vertices to optimize angles between lines.
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| import argparse | |
| import os | |
| import fiona | |
| import numpy as np | |
| import rasterio | |
| import rasterio.crs | |
| import rasterio.features | |
| import rasterio.mask | |
| import rasterio.warp |
calebrob6
/ Compare distance calculations in different coordinate systems.ipynb
Created
July 11, 2023 22:54
Show the calculated distance in meters between three points with the same longitude using different coordinate systems/methods.
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calebrob6
/ plot_train_time_by_classes.ipynb
Created
June 4, 2023 20:32
Plot how long inference and backpropagation steps take for a U-Net as a function of the number of classes.
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calebrob6
/ scale-mae_eurosat.ipynb
Created
May 24, 2023 03:38
Testing Scale-MAE pretrained weights on EuroSAT.
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| import torchvision | |
| from lightning.pytorch import LightningDataModule | |
| from torch.utils.data import DataLoader | |
| from torchvision import transforms | |
| class ImagenetDataModule(LightningDataModule): | |
| train_transforms = transforms.Compose( | |
| [ | |
| transforms.RandomResizedCrop(224), |
calebrob6
/ Detect offshore wind farms with Sentinel 1 RTC.ipynb
Created
May 15, 2023 18:40
Script for detecting offshore wind farms with Sentinel-1 RTC data using simple thresholding methods.
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calebrob6
/ timm_models_speed_performance_tradeoff.ipynb
Created
May 6, 2023 20:05
Plotting the training speed vs. ImageNet top-5 performance results from the timm benchmarks.
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calebrob6
/ TorchGeo FastSiam.ipynb
Created
April 14, 2023 22:38
An example notebook that shows how to do SSL pretraining with the lightly library and TorchGeo
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calebrob6
/ Compare COG to IMG format.ipynb
Last active
April 14, 2023 17:00
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