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saking3/alaska_dead_trees

Alaskan Dead Tree Dataset Dataset Details This dataset consists of high resolution aerial images of forest from the Kenai peninsula area of Alaska taken by NASA Goddard's G-LiHT instrument. Pixel-wise annotations were created using k-means clustering augmented by a Gray Level Co-occurrence Matrix (GLCM). A value of 1 denotes a dead tree, and 0 denotes everything else. The masks and images were tiled into 256x256 pixel squares and paired together, then any empty… See the full description on the dataset page: https://huggingface.co/datasets/saking3/alaska_dead_trees.

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Dataset Card

Alaskan Dead Tree Dataset

Dataset Details

This dataset consists of high resolution aerial images of forest from the Kenai peninsula area of Alaska taken by NASA Goddard's G-LiHT instrument.

Pixel-wise annotations were created using k-means clustering augmented by a Gray Level Co-occurrence Matrix (GLCM). A value of 1 denotes a dead tree, and 0 denotes everything else. The masks and images were tiled into 256x256 pixel squares and paired together, then any empty masks (entirely 0 or 1) were removed.

Dataset Structure

The dataset is split into 3 subsets: training set, validation set, test set. The training set contains 1286 images, the validation set contains 653 images, and the test set contains 1286.

Data categories

idcategory
0background
1dead tree