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README.md
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# CTC
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CTC is a geospatial remote-sensing benchmark with paired raster tiles, labels, split files, tile extents, and source map vector data.
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## Dataset Structure
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```text
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CTC/
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rgb/ RGB image tiles
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cir/ Color-infrared image tiles
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basemap/ Basemap image tiles
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dsm/ Digital surface model tiles
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lc/ Land-cover tiles
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labels/ Public annotation files for train and validation samples
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splits/ Train, validation, test, and benchmark split files
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benchmark/ Benchmark RGB and CIR image tiles
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gpkg/ Source map vector data as GeoPackage
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extent.csv Per-tile geospatial bounding boxes
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```
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## Contents
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- `rgb`, `cir`, `basemap`, `dsm`, and `lc` each contain 14,499 image tiles.
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- `labels` contains 12,427 public annotation files.
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- `splits/train.txt` contains 9,651 samples.
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- `splits/val.txt` contains 2,070 samples.
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- `splits/test.txt` contains 2,072 samples.
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- `splits/benchmark.txt` contains 200 benchmark samples.
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- `splits/benchmark_low-light.txt` and `splits/benchmark_weather.txt` each contain 100 benchmark samples.
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- `benchmark/rgb` and `benchmark/cir` each contain 200 benchmark image tiles.
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- `gpkg/top10nl_Compleet.gpkg` contains 31 vector layers in EPSG:28992.
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## File Naming
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Each split file stores sample stems without file extensions. For a sample stem such as:
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```text
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airport_group_001_feature_10873_x1_y0
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```
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the corresponding raster and label paths are:
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```text
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rgb/airport_group_001_feature_10873_x1_y0.png
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cir/airport_group_001_feature_10873_x1_y0.png
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basemap/airport_group_001_feature_10873_x1_y0.png
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dsm/airport_group_001_feature_10873_x1_y0.png
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lc/airport_group_001_feature_10873_x1_y0.png
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labels/airport_group_001_feature_10873_x1_y0.txt
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```
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For test samples, the image products are present but label files are not included.
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## Test Labels
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This release withholds labels for the samples listed in `splits/test.txt`. The corresponding label files are intentionally excluded from `labels/` to support benchmark-style evaluation.
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## Tile Extents and Vector Features
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`extent.csv` provides the geospatial extent of each tile:
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```text
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id,xmin,ymin,xmax,ymax,crs
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airport_group_001_feature_311_x1_y3,176005.706999999,407660.699000001,176261.706999999,407916.699000001,EPSG:28992
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```
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Use the `id` column to match a tile stem from the raster folders or split files. The `xmin`, `ymin`, `xmax`, and `ymax` columns define the tile bounding box in the coordinate reference system given by `crs`.
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The corresponding map vector features can be retrieved directly from `gpkg/top10nl_Compleet.gpkg` by querying layers with the tile bounding box from `extent.csv`. The GeoPackage layers use EPSG:28992 and include point, line, polygon, and multipolygon TOP10NL feature layers such as buildings, roads, water, terrain, rail, relief, places, and functional areas.
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Typical workflow:
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1. Read a sample stem from `splits/train.txt`, `splits/val.txt`, `splits/test.txt`, or `splits/benchmark.txt`.
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2. Look up the same stem in `extent.csv` to get the patch extent.
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3. Use that extent as a bounding box query against `gpkg/top10nl_Compleet.gpkg`.
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4. Use the returned vector features together with the raster tile products for geospatial analysis or model training.
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