Datasets:
Tasks:
Image-to-3D
Modalities:
Geospatial
Languages:
English
Size:
100K<n<1M
Tags:
3d-point-cloud
point-cloud-generation
city-scale
remote-sensing
satellite-imagery
digital-surface-model
License:
| #!/usr/bin/env python3 | |
| # -*- coding: utf-8 -*- | |
| """ | |
| Stamp a spatial reference (EPSG) into the headers of LAS/LAZ point clouds. | |
| Role in the pipeline: | |
| After HoliCity (London) tiles have been translated into real-world projected | |
| coordinates, some files still lack a CRS recorded in their LAS header. This | |
| utility writes the target EPSG into each file's header WITHOUT modifying any | |
| point coordinates, so the tiles are correctly tagged for QGIS / satellite | |
| imagery alignment before tiling. | |
| Behavior: | |
| - Recursively scans a directory for .las/.laz files (skipping macOS "._*" | |
| AppleDouble sidecar files). | |
| - For each file, first attempts to write the CRS with laspy | |
| (header.add_crs, falling back to header.epsg). | |
| - If laspy cannot write the SRS, falls back to the PDAL CLI | |
| (`pdal translate ... --writers.las.a_srs=EPSG:<code>`), which embeds the | |
| SRS into the LAS header while leaving coordinates unchanged. | |
| - Verifies each result by reading back the header EPSG and reprojecting the | |
| bbox center to WGS84 for a printed sanity check. | |
| Inputs: directory of .las/.laz files (CLI: -d/--dir). | |
| Outputs: either overwritten files (--overwrite) or copies with a suffix | |
| (default *_srs.las, configurable via --suffix), each carrying TARGET_EPSG. | |
| External tools: laspy, pyproj, and PDAL (`pdal translate`) as a fallback. | |
| """ | |
| import os | |
| import sys | |
| import argparse | |
| import subprocess | |
| from pathlib import Path | |
| import laspy | |
| from pyproj import CRS, Transformer | |
| TARGET_EPSG = 27700 # OSGB36 / British National Grid (commonly used for London) | |
| def is_mac_dot_underscore(p: Path) -> bool: | |
| return p.name.startswith("._") | |
| def try_write_epsg_with_laspy(in_path: Path, out_path: Path, epsg: int) -> bool: | |
| """Write the CRS using laspy first; return True on success.""" | |
| las = laspy.read(str(in_path)) | |
| ok = False | |
| # Option A: add_crs (laspy 2.3+) | |
| try: | |
| las.header.add_crs(CRS.from_epsg(epsg)) | |
| ok = True | |
| except Exception: | |
| pass | |
| # Option B: write header.epsg directly (works on some versions) | |
| if not ok: | |
| try: | |
| las.header.epsg = int(epsg) | |
| ok = True | |
| except Exception: | |
| ok = False | |
| if ok: | |
| las.write(str(out_path)) | |
| return ok | |
| def try_write_epsg_with_pdal(in_path: Path, out_path: Path, epsg: int) -> bool: | |
| """Fall back to PDAL to write the SRS into the LAS header; coordinates unchanged.""" | |
| try: | |
| cmd = [ | |
| "pdal", "translate", str(in_path), str(out_path), | |
| "-f", "writers.las", | |
| f"--writers.las.a_srs=EPSG:{epsg}", | |
| "--writers.las.compression=false" | |
| ] | |
| subprocess.check_call(cmd, stdout=subprocess.DEVNULL, stderr=subprocess.STDOUT) | |
| return True | |
| except Exception: | |
| return False | |
| def center_wgs84(path: Path, epsg: int): | |
| """Read the bbox center and reproject to WGS84, for printed verification only.""" | |
| with laspy.open(str(path)) as f: | |
| hdr = f.header | |
| mins = getattr(hdr, "mins", getattr(hdr, "min", (0,0,0))) | |
| maxs = getattr(hdr, "maxs", getattr(hdr, "max", (0,0,0))) | |
| cx = (mins[0] + maxs[0]) * 0.5 | |
| cy = (mins[1] + maxs[1]) * 0.5 | |
| tr = Transformer.from_crs(f"EPSG:{epsg}", "EPSG:4326", always_xy=True) | |
| lon, lat = tr.transform(cx, cy) | |
| return (lon, lat), (cx, cy), getattr(hdr, "epsg", None) | |
| def process_file(p: Path, overwrite: bool, keep_suffix: str): | |
| out_path = p if overwrite else p.with_name(p.stem + keep_suffix) | |
| # Try laspy first | |
| ok = try_write_epsg_with_laspy(p, out_path, TARGET_EPSG) | |
| method = "laspy" | |
| # Then fall back to PDAL | |
| if not ok: | |
| ok = try_write_epsg_with_pdal(p, out_path, TARGET_EPSG) | |
| method = "pdal" | |
| if not ok: | |
| print(f"[FAIL] {p.name}: failed to write EPSG (neither laspy nor pdal available)") | |
| return | |
| # Read back to verify | |
| (lon, lat), (cx, cy), epsg_now = center_wgs84(out_path, TARGET_EPSG) | |
| print(f"[OK] {p.name} -> {out_path.name} via {method} " | |
| f"| EPSG: {epsg_now} | center_xy=({cx:.3f},{cy:.3f}) | WGS84=({lon:.6f},{lat:.6f})") | |
| def main(): | |
| ap = argparse.ArgumentParser(description="Batch-write EPSG into LAS/LAZ headers (without changing coordinates) and print a center-point verification.") | |
| ap.add_argument("-d", "--dir", default=".", help="Directory to scan (recursive)") | |
| ap.add_argument("--overwrite", action="store_true", help="Overwrite the original files (default writes *_srs.las)") | |
| ap.add_argument("--suffix", default="_srs.las", help="Output suffix when not overwriting (default _srs.las)") | |
| args = ap.parse_args() | |
| root = Path(args.dir).resolve() | |
| if not root.exists(): | |
| print(f"Directory does not exist: {root}", file=sys.stderr); sys.exit(1) | |
| files = [p for p in root.rglob("*") | |
| if p.is_file() | |
| and p.suffix.lower() in (".las", ".laz") | |
| and not is_mac_dot_underscore(p)] | |
| if not files: | |
| print("No .las/.laz files found (._* filtered out)"); return | |
| print(f"Target EPSG: {TARGET_EPSG} | Scan directory: {root}\n") | |
| for p in sorted(files): | |
| try: | |
| process_file(p, overwrite=args.overwrite, keep_suffix=args.suffix) | |
| except Exception as e: | |
| print(f"[ERR] {p.name}: {e}") | |
| if __name__ == "__main__": | |
| main() | |