Dataset Viewer
Auto-converted to Parquet Duplicate
object_id
stringlengths
9
18
category
stringclasses
6 values
name
stringlengths
4
12
parts_ct
int64
2
19
parts
listlengths
2
19
manual_pages
listlengths
2
24
steps
listlengths
1
10
connection_relation
listlengths
1
42
assembly_tree
unknown
geometric_equivalence_relation
unknown
source_metadata
dict
Bench/applaro
Bench
applaro
4
[ { "part_id": "00", "annotation_part_id": "0", "source_file": "parts/Bench/applaro/00.obj", "vertices": [ [ -0.852297, -0.120096, -0.015496 ], [ -0.852297, -0.213074, -0.015496 ], [ -0.852297, -0.120096, ...
[ { "manual_id": "0", "source_file": "pdfs/Bench/applaro/0.pdf", "page_index": 0, "width": 1241, "height": 1754, "image": { "src": "https://datasets-server.huggingface.co/assets/AssemblyWorld/ikea-manual/--/d2367e6f86610d38f2d2cc65278f680c9a444d83/--/default/full/0/manual_pages/image-150...
[ { "step_id": 0, "step_id_global": 0, "page_id": 4, "manual_page_index": 3, "page_mapping_status": "source_page_with_visual_audit", "parts": [ "0", "2", "1" ], "connections": [ [ "0", "2" ], [ "1", "2" ] ] ...
[ [ 0, 2 ], [ 0, 3 ], [ 1, 2 ], [ 1, 3 ] ]
[ [ 0, 1, 2 ], 3 ]
{ "0": [ "0" ], "1": [ "1" ], "2": [ "2" ] }
{ "dataset": "IKEA-Manual", "archive_sha256": "2196e24f6d1b46f480d2dee7ffc3131c8cffc2021e06e92e2ac716a48e940afd", "schema_version": "2", "converter_version": "2", "geometry_transform": "none", "coordinate_frame": "source", "upstream_normalization": "unknown", "unit_scale_to_meters": null, "manual_dpi"...
Bench/applaro_2
Bench
applaro_2
6
[{"part_id":"00","annotation_part_id":"0","source_file":"parts/Bench/applaro_2/00.obj","vertices":[[(...TRUNCATED)
[{"manual_id":"0","source_file":"pdfs/Bench/applaro_2/0.pdf","page_index":0,"width":1241,"height":17(...TRUNCATED)
[{"step_id":0,"step_id_global":2,"page_id":5,"manual_page_index":4,"page_mapping_status":"source_pag(...TRUNCATED)
[ [ 0, 1 ], [ 0, 4 ], [ 0, 5 ], [ 1, 2 ], [ 1, 4 ], [ 2, 4 ], [ 2, 5 ], [ 3, 4 ], [ 3, 5 ] ]
[ [ 5, [ 0, 4, 2, 3 ] ], 1 ]
{ "5": [ "5" ], "0,2,3,4": [ "0,2,3,4" ] }
{"dataset":"IKEA-Manual","archive_sha256":"2196e24f6d1b46f480d2dee7ffc3131c8cffc2021e06e92e2ac716a48(...TRUNCATED)
Bench/applaro_3
Bench
applaro_3
13
[{"part_id":"00","annotation_part_id":"0","source_file":"parts/Bench/applaro_3/00.obj","vertices":[[(...TRUNCATED)
[{"manual_id":"0","source_file":"pdfs/Bench/applaro_3/0.pdf","page_index":0,"width":1241,"height":17(...TRUNCATED)
[{"step_id":0,"step_id_global":5,"page_id":3,"manual_page_index":2,"page_mapping_status":"source_pag(...TRUNCATED)
[ [ 0, 1 ], [ 0, 12 ], [ 1, 2 ], [ 1, 4 ], [ 1, 8 ], [ 1, 9 ], [ 1, 12 ], [ 2, 11 ], [ 3, 11 ], [ 4, 11 ], [ 5, 11 ], [ 6, 11 ], [ 10, 11 ], [ 11, 12 ] ...
[ 0, [ [ 4, 5, 6, 10, 8, 9, [ 12, 3, 7, 11, 2 ] ], 1 ] ]
{ "0": [ "0" ], "1,10,11,12,2,3,4,5,6,7,8,9": [ "1,10,11,12,2,3,4,5,6,7,8,9" ] }
{"dataset":"IKEA-Manual","archive_sha256":"2196e24f6d1b46f480d2dee7ffc3131c8cffc2021e06e92e2ac716a48(...TRUNCATED)
Bench/hemnes
Bench
hemnes
12
[{"part_id":"00","annotation_part_id":"0","source_file":"parts/Bench/hemnes/00.obj","vertices":[[-0.(...TRUNCATED)
[{"manual_id":"0","source_file":"pdfs/Bench/hemnes/0.pdf","page_index":0,"width":1241,"height":1754,(...TRUNCATED)
[{"step_id":0,"step_id_global":9,"page_id":4,"manual_page_index":3,"page_mapping_status":"source_pag(...TRUNCATED)
[[0,1],[0,2],[0,6],[0,8],[0,10],[0,11],[1,6],[1,8],[2,8],[2,9],[3,6],[3,7],[3,9],[4,8],[4,9],[5,6],[(...TRUNCATED)
[ 0, [ [ 8, 4, 2, 9 ], [ [ 1, [ 7, 11, 6, 5 ], 10 ], 3 ] ] ]
{"11":["11","2"],"2":["11","2"],"4":["5","4"],"5":["5","4"],"6":["7","6","9","8"],"7":["7","6","9","(...TRUNCATED)
{"dataset":"IKEA-Manual","archive_sha256":"2196e24f6d1b46f480d2dee7ffc3131c8cffc2021e06e92e2ac716a48(...TRUNCATED)
Bench/hemnes_2
Bench
hemnes_2
15
[{"part_id":"00","annotation_part_id":"0","source_file":"parts/Bench/hemnes_2/00.obj","vertices":[[-(...TRUNCATED)
[{"manual_id":"0","source_file":"pdfs/Bench/hemnes_2/0.pdf","page_index":0,"width":1241,"height":175(...TRUNCATED)
[{"step_id":0,"step_id_global":14,"page_id":3,"manual_page_index":2,"page_mapping_status":"source_pa(...TRUNCATED)
[[0,1],[0,2],[0,3],[0,4],[0,6],[0,7],[0,8],[0,9],[0,10],[0,11],[0,12],[0,13],[0,14],[1,5],[2,3],[2,5(...TRUNCATED)
[ [ 12, 13, 6, 1, 10, 7, 8, 9, [ 0, [ 4, 2, 3 ] ], 14, 11 ], 5 ]
{ "2": [ "2", "4" ], "3": [ "3" ], "4": [ "2", "4" ] }
{"dataset":"IKEA-Manual","archive_sha256":"2196e24f6d1b46f480d2dee7ffc3131c8cffc2021e06e92e2ac716a48(...TRUNCATED)
Bench/silveran
Bench
silveran
11
[{"part_id":"00","annotation_part_id":"0","source_file":"parts/Bench/silveran/00.obj","vertices":[[-(...TRUNCATED)
[{"manual_id":"0","source_file":"pdfs/Bench/silveran/0.pdf","page_index":0,"width":1241,"height":175(...TRUNCATED)
[{"step_id":0,"step_id_global":18,"page_id":5,"manual_page_index":4,"page_mapping_status":"source_pa(...TRUNCATED)
[[0,1],[0,2],[0,4],[0,6],[0,7],[0,8],[0,9],[0,10],[1,5],[1,7],[1,10],[2,3],[2,8],[2,9],[3,5],[3,8],[(...TRUNCATED)
[ 0, [ [ 6, 10, 9 ], [ [ [ [ 2, 3 ], 5 ], [ 7, 4, 8 ] ], 1 ] ] ]
{ "1,2,3,4,5,7,8": [ "1,2,3,4,5,7,8" ], "10,6,9": [ "10,6,9" ] }
{"dataset":"IKEA-Manual","archive_sha256":"2196e24f6d1b46f480d2dee7ffc3131c8cffc2021e06e92e2ac716a48(...TRUNCATED)
Bench/sjalland
Bench
sjalland
4
[{"part_id":"00","annotation_part_id":"0","source_file":"parts/Bench/sjalland/00.obj","vertices":[[-(...TRUNCATED)
[{"manual_id":"0","source_file":"pdfs/Bench/sjalland/0.pdf","page_index":0,"width":1241,"height":175(...TRUNCATED)
[{"step_id":0,"step_id_global":25,"page_id":4,"manual_page_index":3,"page_mapping_status":"source_pa(...TRUNCATED)
[ [ 0, 1 ], [ 0, 3 ], [ 1, 2 ], [ 2, 3 ] ]
[ 2, [ 0, 1 ], 3 ]
{ "0": [ "0" ], "1": [ "1" ] }
{"dataset":"IKEA-Manual","archive_sha256":"2196e24f6d1b46f480d2dee7ffc3131c8cffc2021e06e92e2ac716a48(...TRUNCATED)
Bench/tjusig
Bench
tjusig
14
[{"part_id":"00","annotation_part_id":"0","source_file":"parts/Bench/tjusig/00.obj","vertices":[[-0.(...TRUNCATED)
[{"manual_id":"0","source_file":"pdfs/Bench/tjusig/0.pdf","page_index":0,"width":1241,"height":1754,(...TRUNCATED)
[{"step_id":0,"step_id_global":27,"page_id":4,"manual_page_index":3,"page_mapping_status":"source_pa(...TRUNCATED)
[[0,4],[0,5],[1,4],[1,5],[1,6],[2,4],[2,5],[3,4],[3,5],[4,6],[4,7],[4,8],[4,9],[4,10],[4,11],[4,12],(...TRUNCATED)
[ [ [ 12, 13, [ [ [ 7, 0, 4 ], 6 ], 2, 10 ], 3, 8, 9, 11 ], 5 ], 1 ]
{ "1": [ "1" ], "0,10,11,12,13,2,3,4,5,6,7,8,9": [ "0,10,11,12,13,2,3,4,5,6,7,8,9" ] }
{"dataset":"IKEA-Manual","archive_sha256":"2196e24f6d1b46f480d2dee7ffc3131c8cffc2021e06e92e2ac716a48(...TRUNCATED)
Chair/agam
Chair
agam
10
[{"part_id":"00","annotation_part_id":"0","source_file":"parts/Chair/agam/00.obj","vertices":[[0.327(...TRUNCATED)
[{"manual_id":"0","source_file":"pdfs/Chair/agam/0.pdf","page_index":0,"width":875,"height":1241,"im(...TRUNCATED)
[{"step_id":0,"step_id_global":33,"page_id":3,"manual_page_index":2,"page_mapping_status":"source_pa(...TRUNCATED)
[ [ 0, 1 ], [ 0, 2 ], [ 1, 4 ], [ 1, 7 ], [ 2, 5 ], [ 2, 6 ], [ 3, 6 ], [ 3, 7 ], [ 4, 8 ], [ 5, 8 ], [ 6, 8 ], [ 7, 8 ], [ 8, 9 ] ]
[ [ [ [ 0, 1, 2 ], [ 7, 6, 3 ] ], 4, [ 8, 9 ] ], 5 ]
{ "5": [ "5" ], "0,1,2,3,4,6,7,8,9": [ "0,1,2,3,4,6,7,8,9" ] }
{"dataset":"IKEA-Manual","archive_sha256":"2196e24f6d1b46f480d2dee7ffc3131c8cffc2021e06e92e2ac716a48(...TRUNCATED)
Chair/applaro
Chair
applaro
6
[{"part_id":"00","annotation_part_id":"0","source_file":"parts/Chair/applaro/00.obj","vertices":[[-0(...TRUNCATED)
[{"manual_id":"0","source_file":"pdfs/Chair/applaro/0.pdf","page_index":0,"width":875,"height":1241,(...TRUNCATED)
[{"step_id":0,"step_id_global":39,"page_id":3,"manual_page_index":2,"page_mapping_status":"source_pa(...TRUNCATED)
[ [ 0, 2 ], [ 0, 3 ], [ 0, 5 ], [ 1, 3 ], [ 1, 5 ], [ 2, 4 ], [ 3, 4 ], [ 4, 5 ] ]
[ [ [ 0, 4, 1, 5 ], 3 ], 2 ]
{ "0": [ "4", "0" ], "1": [ "1" ], "4": [ "4", "0" ], "5": [ "5" ] }
{"dataset":"IKEA-Manual","archive_sha256":"2196e24f6d1b46f480d2dee7ffc3131c8cffc2021e06e92e2ac716a48(...TRUNCATED)
End of preview. Expand in Data Studio

IKEA-Manual

102 furniture objects with part meshes, manual PNG pages, and assembly annotations. One object per row; all assets are embedded in a single Parquet table.

Load

Requires datasets >= 5.0.1 and Pillow. After publication:

from datasets import load_dataset
sample = load_dataset("AssemblyWorld/ikea-manual", split="all")[0]
parts, pages, steps = sample["parts"], sample["manual_pages"], sample["steps"]

For local use, replace the repository ID with the prepared dataset directory. The sole stored split is full; all selects it. No train/test split is defined. Pin revision to a release commit for reproducible experiments.

Sample fields

Field Contents
object_id, category, name, parts_ct Source identity and part count
parts Part IDs, float64 vertices, faces, normals, and corner normal indices
manual_pages Embedded PNGs (150 DPI, decoded as PIL images), PDF identifiers and page indices
steps Source step IDs, page IDs, part/subassembly membership and connections
assembly_tree, connection_relation, geometric_equivalence_relation Original assembly annotations
source_metadata Source checksum, versions and coordinate information

Geometry is unchanged: no normalization, PCA alignment, repair or sampling. Physical units and upstream normalization are unknown. Face indices are zero-based; normal index -1 means missing. part_id preserves filename stems; annotation_part_id links them to annotation IDs.

Manual page_index is zero-based within its source PDF. Source steps.page_id is preserved. steps.manual_page_index indexes sample["manual_pages"] directly; page_mapping_status records the audit outcome. Null means unresolved. SVG/PDF comparison corrects multi-PDF offsets (Fanbyn and Sjalland), folded Skogsta sheets, and Fredrik/Jokkmokk page differences. Norraker matches assembly content with a different drawing view. Bjorkudden_2 step 1 has no confirmed matching drawing in the supplied PDF; its page reference remains null. Chair/Sjalland's extra tabletop manual is retained but unused by its steps. Excluded: OBJ/PDF/SVG payloads, materials/textures/UVs, masks, segmentation splits, and manual camera/pose annotations.

Source and license

Adapted from Wang et al., IKEA-Manual: Seeing Shape Assembly Step by Step, NeurIPS 2022 (original dataset). The official supplement licenses annotations under CC BY-NC-SA 4.0; original manuals and meshes retain their creators' rights. No blanket redistribution grant for the original assets was identified in the reviewed source materials. Source archive SHA-256: 2196e24f6d1b46f480d2dee7ffc3131c8cffc2021e06e92e2ac716a48e940afd. Schema version: 2. This is a selected-content conversion, not an official release. Local build and validation records are not part of the HF repository.

Downloads last month
62