Datasets:
Add RTAB-Map point clouds and export script
Browse files- .gitattributes +4 -0
- I12X/RTABMAP1/cloud.ply +3 -0
- I12X/RTABMAP1/export_clouds.py +31 -0
- I12X/RTABMAP2/cloud.ply +3 -0
- I64/RTABMAP1/cloud.ply +3 -0
- P64/RTABMAP1/cloud.ply +3 -0
- README.md +17 -1
.gitattributes
CHANGED
|
@@ -1422,3 +1422,7 @@ I12X/Metascenes1_Spatiallm1_MasterSlam4/objects/01_chandelier.glb filter=lfs dif
|
|
| 1422 |
I12X/Metascenes1_Spatiallm1_MasterSlam4/objects/02_chandelier.glb filter=lfs diff=lfs merge=lfs -text
|
| 1423 |
I12X/Metascenes1_Spatiallm1_MasterSlam4/scene_fixed.glb filter=lfs diff=lfs merge=lfs -text
|
| 1424 |
I12X/Metascenes1_Spatiallm1_MasterSlam4/scene_physics.glb filter=lfs diff=lfs merge=lfs -text
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1422 |
I12X/Metascenes1_Spatiallm1_MasterSlam4/objects/02_chandelier.glb filter=lfs diff=lfs merge=lfs -text
|
| 1423 |
I12X/Metascenes1_Spatiallm1_MasterSlam4/scene_fixed.glb filter=lfs diff=lfs merge=lfs -text
|
| 1424 |
I12X/Metascenes1_Spatiallm1_MasterSlam4/scene_physics.glb filter=lfs diff=lfs merge=lfs -text
|
| 1425 |
+
I64/RTABMAP1/cloud.ply filter=lfs diff=lfs merge=lfs -text
|
| 1426 |
+
I12X/RTABMAP1/cloud.ply filter=lfs diff=lfs merge=lfs -text
|
| 1427 |
+
I12X/RTABMAP2/cloud.ply filter=lfs diff=lfs merge=lfs -text
|
| 1428 |
+
P64/RTABMAP1/cloud.ply filter=lfs diff=lfs merge=lfs -text
|
I12X/RTABMAP1/cloud.ply
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:b388ffdfc4badc2706d491981169fa6e36161cd6701c45ed077e82c5d3f5c837
|
| 3 |
+
size 17409890
|
I12X/RTABMAP1/export_clouds.py
ADDED
|
@@ -0,0 +1,31 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
#!/usr/bin/env python3
|
| 2 |
+
"""Export RTAB-Map .db files to xyz+RGB PLY point clouds.
|
| 3 |
+
|
| 4 |
+
Usage: python3 export_clouds.py [db_dir]
|
| 5 |
+
Requires: rtabmap-export on PATH, open3d.
|
| 6 |
+
Writes <name>_cloud.ply (with normals) and <name>_rgb.ply (xyz + RGB only) into <db_dir>/ply.
|
| 7 |
+
"""
|
| 8 |
+
import subprocess
|
| 9 |
+
import sys
|
| 10 |
+
from pathlib import Path
|
| 11 |
+
|
| 12 |
+
import open3d as o3d
|
| 13 |
+
|
| 14 |
+
db_dir = Path(sys.argv[1]) if len(sys.argv) > 1 else Path(".")
|
| 15 |
+
out_dir = db_dir / "ply"
|
| 16 |
+
out_dir.mkdir(exist_ok=True)
|
| 17 |
+
|
| 18 |
+
for db in sorted(db_dir.glob("*.db")):
|
| 19 |
+
# 1. Assemble the cloud from the depth images and optimized poses.
|
| 20 |
+
subprocess.run(
|
| 21 |
+
["rtabmap-export", "--cloud", "--output_dir", str(out_dir), str(db)],
|
| 22 |
+
check=True,
|
| 23 |
+
)
|
| 24 |
+
raw = out_dir / f"{db.stem}_cloud.ply"
|
| 25 |
+
|
| 26 |
+
# 2. Drop normals and curvature so viewers show the real RGB colors.
|
| 27 |
+
pcd = o3d.io.read_point_cloud(str(raw))
|
| 28 |
+
pcd.normals = o3d.utility.Vector3dVector()
|
| 29 |
+
clean = out_dir / f"{db.stem}_rgb.ply"
|
| 30 |
+
o3d.io.write_point_cloud(str(clean), pcd)
|
| 31 |
+
print(f"{clean}: {len(pcd.points)} points")
|
I12X/RTABMAP2/cloud.ply
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:8a23960a519f1f04c12de2e47e293d65f19c4d4f5c471bc9cdadb9047ec55b6f
|
| 3 |
+
size 22899179
|
I64/RTABMAP1/cloud.ply
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:c5c730e23a6d32e850115807115b149512908ec63e3950094fa5ffebd008a015
|
| 3 |
+
size 15771827
|
P64/RTABMAP1/cloud.ply
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:0186407f9123526f9a0a99b565c27f0d15c4446adc423272bd1b1c5e25841ca8
|
| 3 |
+
size 21441260
|
README.md
CHANGED
|
@@ -88,7 +88,7 @@ A trailing number is a run/capture index within the room.
|
|
| 88 |
| [SpatialLM](https://github.com/manycore-research/SpatialLM), run with the fork [lehoangan02/SpatialLM](https://github.com/lehoangan02/SpatialLM) (`stage3/pipeline.py`, commit `a10e67a`; `.glb` files re-exported with `7021237`) | Room layout (walls, objects) from a point cloud | `Spatiallm1_*/room.glb`, `room_with_scan.glb` |
|
| 89 |
| MetaScenes-style asset replacement (own scripts in `P64/Metascenes1_Spatiallm1_MasterSlam1/`), adapted from [MetaScenes](https://github.com/meta-scenes/MetaScenes) | Replaces each SpatialLM box with an Objaverse asset, then runs MetaScenes' physics step | `Metascenes1_*/` |
|
| 90 |
| NeuCon | Mesh reconstruction (trimesh export) | `Bedroom1/NeuCon1/neucon.ply` |
|
| 91 |
-
| RTAB-Map | RGB-D mapping, textured mesh | `
|
| 92 |
|
| 93 |
## File reference
|
| 94 |
|
|
@@ -127,6 +127,22 @@ A trailing number is a run/capture index within the room.
|
|
| 127 |
(`room_plane_fit.py`, `ply2obj.py`, `requirements.txt`, `room_plane_fit_out/`,
|
| 128 |
`scan_mesh.*`).
|
| 129 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 130 |
### `Spatiallm1_*/`
|
| 131 |
|
| 132 |
`room.glb` is the predicted layout. `room_with_scan.glb` is the layout together
|
|
|
|
| 88 |
| [SpatialLM](https://github.com/manycore-research/SpatialLM), run with the fork [lehoangan02/SpatialLM](https://github.com/lehoangan02/SpatialLM) (`stage3/pipeline.py`, commit `a10e67a`; `.glb` files re-exported with `7021237`) | Room layout (walls, objects) from a point cloud | `Spatiallm1_*/room.glb`, `room_with_scan.glb` |
|
| 89 |
| MetaScenes-style asset replacement (own scripts in `P64/Metascenes1_Spatiallm1_MasterSlam1/`), adapted from [MetaScenes](https://github.com/meta-scenes/MetaScenes) | Replaces each SpatialLM box with an Objaverse asset, then runs MetaScenes' physics step | `Metascenes1_*/` |
|
| 90 |
| NeuCon | Mesh reconstruction (trimesh export) | `Bedroom1/NeuCon1/neucon.ply` |
|
| 91 |
+
| RTAB-Map (`.db` recorded on the phone/tablet app, exported with `rtabmap-export`) | RGB-D mapping, textured mesh and RGB point cloud | `RTABMAP*/` |
|
| 92 |
|
| 93 |
## File reference
|
| 94 |
|
|
|
|
| 127 |
(`room_plane_fit.py`, `ply2obj.py`, `requirements.txt`, `room_plane_fit_out/`,
|
| 128 |
`scan_mesh.*`).
|
| 129 |
|
| 130 |
+
### `RTABMAP*/` (RTAB-Map)
|
| 131 |
+
|
| 132 |
+
| File | Content |
|
| 133 |
+
|------|---------|
|
| 134 |
+
| `<name>.obj/.mtl/.jpg` | Textured mesh exported from the RTAB-Map app (`<name>` = recording timestamp `yymmdd-HHMMSS`) |
|
| 135 |
+
| `cloud.ply` | xyz + RGB point cloud, assembled from the depth images and optimized poses of the same `.db` |
|
| 136 |
+
| `export_clouds.py` | Script that makes the `.ply` from `.db` files (kept in `I12X/RTABMAP1/`) |
|
| 137 |
+
|
| 138 |
+
Producing the `.ply`: `python3 export_clouds.py <dir with .db files>` needs `rtabmap-export` on PATH and
|
| 139 |
+
`open3d`. It runs `rtabmap-export --cloud` (writes `<db>_cloud.ply` with normals), then drops normals
|
| 140 |
+
and curvature so viewers show the real colours, giving `<db>_rgb.ply`; that file is what is stored here,
|
| 141 |
+
renamed to `cloud.ply` (the `<name>` of its `.db` is the same as the mesh in that folder). The `.db` files themselves are not in the dataset (they are large); a trailing
|
| 142 |
+
`_1` on a db name is not part of `<name>`. Mapping: `P64/RTABMAP1` = `261104-120353`, `I64/RTABMAP1` =
|
| 143 |
+
`261105-111119`, `I12X/RTABMAP1` = `261106-090437`, `I12X/RTABMAP2` = `261106-091133`.
|
| 144 |
+
`I64/RTABMAP2` and `RTABMAP3` have no `.ply` yet (no `.db` available).
|
| 145 |
+
|
| 146 |
### `Spatiallm1_*/`
|
| 147 |
|
| 148 |
`room.glb` is the predicted layout. `room_with_scan.glb` is the layout together
|