Caleb Robinson calebrob6
calebrob6
/ running_stats_in_torch.py
Last active
May 28, 2024 07:52
A class for computing online mean and variance of multi-dimensional arrays in PyTorch (i.e. for computing per-channel stats over large image datasets).
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| import torch | |
| class RunningStatsButFast(torch.nn.Module): | |
| def __init__(self, shape, dims): | |
| """Initializes the RunningStatsButFast method. | |
| A PyTorch module that can be put on the GPU and calculate the multidimensional | |
| mean and variance of inputs online in a numerically stable way. This is useful | |
| for calculating the channel-wise mean and variance of a big dataset because you | |
| don't have to load the entire dataset into memory. |
calebrob6
/ area.ipynb
Created
May 8, 2024 02:23
How do the areas of a set of polygons and their rasterized equivalents differ as a function of spatial resolution of the rasterized versions?
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calebrob6
/ sam_inference.py
Last active
May 22, 2024 02:20
Runs inference on large satellite image scenes with SAM models
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| # Requires the `segment-geospatial` package https://samgeo.gishub.org/ | |
| import argparse | |
| import os | |
| import cv2 | |
| import numpy as np | |
| import rasterio | |
| import rasterio.features | |
| import rasterio.transform | |
| import rasterio.windows |
calebrob6
/ jaccard_test.ipynb
Created
February 22, 2024 00:01
Verify the behavior of `smp.losses.JaccardLoss`.
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calebrob6
/ landcover_analysis_tutorial.ipynb
Created
November 14, 2023 23:25
Tutorial notebook showing how to calculate the land cover distribution around a point.
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calebrob6
/ torchgeo_object_detection_example.ipynb
Created
October 13, 2023 04:10
Short example of object detection training in TorchGeo.
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calebrob6
/ torchgeo_rasterdataset_cog.ipynb
Created
October 2, 2023 22:27
Demo that shows how to use TorchGeo to do windowed reading from remote COGs.
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calebrob6
/ Cost of disasters over time.ipynb
Created
October 2, 2023 01:00
Plots the costs of disasters over time using data from https://ourworldindata.org/grapher/damage-costs-from-natural-disasters.
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calebrob6
/ make_legend2.ipynb
Created
August 15, 2023 13:49
Another notebook for generating a legend figure from labels and colors
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calebrob6
/ ball_sort_puzzle_dfs.ipynb
Last active
August 14, 2023 05:14
Solves a game called "ball sort puzzle" using a depth first search.
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