Upload OpenScan validation benchmark
Browse files- .hfignore +5 -0
- README.md +105 -0
- openscan_label_mapping.zip +3 -0
- openscan_label_mapping/openscan-labels.affordance.tsv +106 -0
- openscan_label_mapping/openscan-labels.element.tsv +49 -0
- openscan_label_mapping/openscan-labels.manner.tsv +23 -0
- openscan_label_mapping/openscan-labels.material.tsv +11 -0
- openscan_label_mapping/openscan-labels.property.tsv +21 -0
- openscan_label_mapping/openscan-labels.requirement.tsv +30 -0
- openscan_label_mapping/openscan-labels.synonyms.tsv +18 -0
- openscan_label_mapping/openscan-labels.type.tsv +98 -0
- openscan_val_gt.zip +3 -0
- openscan_val_raw.json +0 -0
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.DS_Store
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**/.DS_Store
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__pycache__/
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openscan_val_gt/
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openscan_val_gt 2/
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README.md
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---
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license: other
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language:
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- en
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task_categories:
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- text-classification
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- image-segmentation
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pretty_name: OpenScan
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size_categories:
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- 10K<n<100K
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tags:
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- 3d-scene-understanding
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- open-vocabulary
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- scannet200
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- benchmark
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- aaaai-2026
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---
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# OpenScan
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OpenScan is a benchmark for generalized open-vocabulary 3D scene understanding. It extends ScanNet200-style scene understanding with eight object-attribute aspects: material, affordance, property, type, manner, synonyms, requirement, and element.
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This dataset mirror contains the OpenScan validation annotations and evaluation ground-truth files for the AAAI 2026 paper.
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## Files
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| File | Description |
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| --- | --- |
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| `openscan_val_raw.json` | Raw validation annotations with one record per scene object. |
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| `openscan_label_mapping/` | Expanded TSV label mappings for all eight OpenScan aspects. |
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| `openscan_label_mapping.zip` | Archive of the label mapping files. |
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| `openscan_val_gt.zip` | Processed validation ground-truth files for evaluation. |
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The raw validation JSON contains 10,388 annotated objects from 312 validation scenes. The processed ground truth contains 312 scene files for each of the eight OpenScan aspects.
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## Annotation Format
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Each raw annotation record has this structure:
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```json
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{
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"scene_id": "scene0011_00",
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"object_id": "0",
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"object_name": "floor",
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"material": "stone",
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"affordance": "stand",
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"property": "other",
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"type": "land",
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"manner": "other",
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"synonyms": "other",
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"requirement": "other",
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"element": "other"
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}
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```
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## Usage
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Load the raw validation annotation table with `datasets`:
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```python
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from datasets import load_dataset
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dataset = load_dataset(
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"json",
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data_files="hf://datasets/garrying/OpenScan/openscan_val_raw.json",
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split="train",
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)
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```
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Download the processed validation ground truth for evaluation:
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```bash
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hf download garrying/OpenScan openscan_val_gt.zip --repo-type dataset --local-dir .
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unzip openscan_val_gt.zip
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```
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The extracted `openscan_val_gt/` directory contains:
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```text
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gt_affordance/
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gt_element/
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gt_manner/
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gt_material/
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gt_property/
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gt_requirement/
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gt_synonyms/
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gt_type/
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```
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## Project
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- Project page: https://youjunzhao.github.io/OpenScan/
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- Code and evaluation: https://github.com/YoujunZhao/OpenScan
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- Paper: https://arxiv.org/abs/2408.11030
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## Citation
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```bibtex
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@article{zhao2024openscan,
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title={OpenScan: A Benchmark for Generalized Open-Vocabulary 3D Scene Understanding},
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author={Zhao, Youjun and Lin, Jiaying and Ye, Shuquan and Pang, Qianshi and Lau, Rynson WH},
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journal={arXiv preprint arXiv:2408.11030},
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year={2024}
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}
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```
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openscan_label_mapping.zip
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version https://git-lfs.github.com/spec/v1
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oid sha256:3d303db3b7acfb652e22178501c716264d2dfd7f34cc12dc759ff6c0ae8a30e1
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size 7152
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openscan_label_mapping/openscan-labels.affordance.tsv
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id category
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1 carry things
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2 holding up a roof
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3 rest
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4 sit
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5 keep food cold
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6 place coffee
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7 work
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8 look outside
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9 bath
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10 cover a window
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11 stand
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12 wash dishes
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13 measure weight
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14 store trash
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15 display images
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16 sleep
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17 poop
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18 tell time
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19 bake toaster
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20 perform music
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21 making toast
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22 heat food
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23 separate rooms
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24 close the top of a room
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25 ride
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26 store books
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27 see yourself
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28 store guitar
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29 dry things
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30 put your feet on
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31 storage dirty clothes
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32 hold up the roof
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33 represent
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34 hang clothes
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35 heat the room
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36 make coffee
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37 presenting information
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38 grow in a garden
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39 cool a person
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40 foot protection
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41 heat a room
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42 illuminate an area
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43 protecting your head
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44 print documents
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45 store liquids
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46 keep out light from houses
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47 transport things
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48 collect recyclable plastics
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49 communicate
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50 pack clothes for a trip
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51 carrying money
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52 wear
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53 learning
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54 store things
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55 carry liquids
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56 turn on a light
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57 write ideas and terms on
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58 store file
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59 make a captured voice become audible
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60 type
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61 eat dinner
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62 bake cookies
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63 furnish
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64 detect fire
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65 have privacy
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66 hold toilet paper
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67 blow your nose
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68 store water
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69 bounce
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70 cover a bed
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71 organize books
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72 hold trash
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73 climb
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74 store clothes
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75 drink
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76 listen to music
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77 hold sheet music
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78 unblocking a toilet
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79 hang clothes
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80 entertain a child
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81 control a computer
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82 dispen toilet paper
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83 keep clothes
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84 entry and exit to the shower
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85 climb walls
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86 hold soap
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87 hold things
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88 get drunk
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89 putting out fires
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90 carry something
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91 hang coat
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92 spray water
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93 hold food
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94 dry your hair
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95 show movies
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96 dry clothes
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97 wash clothes
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98 mark that special date
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99 vacumming
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100 ironing clothes
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101 decorating your room
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102 sweeping
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103 receiving letters
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104 hold cd
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105 other
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openscan_label_mapping/openscan-labels.element.tsv
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id category
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1 water
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2 news
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3 urine
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4 twelve numbers
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| 6 |
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5 toaster
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| 7 |
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6 six strings
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7 two wheels
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| 9 |
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8 doorway
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9 legs
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| 11 |
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10 an art show
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11 fire
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| 13 |
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12 ecosystem
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| 14 |
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13 blades
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14 foot
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15 heating system
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| 17 |
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16 money
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| 18 |
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17 knowledge
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| 19 |
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18 six sides
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| 20 |
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19 circuit
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| 21 |
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20 window frame
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| 22 |
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21 bathroom
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| 23 |
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22 a document folder
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| 24 |
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23 screen
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24 keys
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| 26 |
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25 food
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| 27 |
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26 88 keys
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| 28 |
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27 books
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| 29 |
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28 trash
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29 tack
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| 31 |
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30 clothes
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| 32 |
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31 sofa
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| 33 |
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32 computer
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| 34 |
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33 toilet paper
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34 air passage
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35 rundle
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36 soap
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37 beer
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38 a coat
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39 a shower stall
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40 table
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41 the movies
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42 clothing
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43 bed
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44 a wick
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45 the date
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46 mail
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47 a cd
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| 49 |
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48 other
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openscan_label_mapping/openscan-labels.manner.tsv
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id category
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1 pack
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2 observe
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3 bathe
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4 quantify
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| 6 |
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5 cook
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| 7 |
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6 ridesteered by handlebars
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7 wipe
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| 9 |
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8 wear
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9 worn on a head
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10 transport things
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11 written on
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| 13 |
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12 played
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| 14 |
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13 played with
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14 cover bed
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| 16 |
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15 used in a toilet
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| 17 |
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16 manipulate computer
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| 18 |
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17 climbed to reach some place high
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| 19 |
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18 store
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| 20 |
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19 produce
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| 21 |
+
20 lit with a match
|
| 22 |
+
21 schedule
|
| 23 |
+
22 other
|
openscan_label_mapping/openscan-labels.material.tsv
ADDED
|
@@ -0,0 +1,11 @@
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|
| 1 |
+
id category
|
| 2 |
+
1 wood
|
| 3 |
+
2 fabric
|
| 4 |
+
3 leather
|
| 5 |
+
4 cotton
|
| 6 |
+
5 metal
|
| 7 |
+
6 stone
|
| 8 |
+
7 porcelain
|
| 9 |
+
8 plastic
|
| 10 |
+
9 glass
|
| 11 |
+
10 paper
|
openscan_label_mapping/openscan-labels.property.tsv
ADDED
|
@@ -0,0 +1,21 @@
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|
| 1 |
+
id category
|
| 2 |
+
1 useful for camping
|
| 3 |
+
2 soft
|
| 4 |
+
3 opaque and closed
|
| 5 |
+
4 essential for privacy
|
| 6 |
+
5 helpful in making comparisons
|
| 7 |
+
6 analog or digital
|
| 8 |
+
7 hot
|
| 9 |
+
8 one kind of stringed instrument
|
| 10 |
+
9 open or closed
|
| 11 |
+
10 horizontal
|
| 12 |
+
11 fun to ride
|
| 13 |
+
12 reflective
|
| 14 |
+
13 alive
|
| 15 |
+
14 bright
|
| 16 |
+
15 hollow
|
| 17 |
+
16 round
|
| 18 |
+
17 useful for unblocking a toilet
|
| 19 |
+
18 shaped like a shell
|
| 20 |
+
19 convex down
|
| 21 |
+
20 other
|
openscan_label_mapping/openscan-labels.requirement.tsv
ADDED
|
@@ -0,0 +1,30 @@
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|
| 1 |
+
id category
|
| 2 |
+
1 sit down
|
| 3 |
+
2 be unpluged
|
| 4 |
+
3 have a bath
|
| 5 |
+
4 using a VCR
|
| 6 |
+
5 wake up in the morning
|
| 7 |
+
6 playing a guitar
|
| 8 |
+
7 balance to ride
|
| 9 |
+
8 grooming
|
| 10 |
+
9 get warm
|
| 11 |
+
10 water and sun
|
| 12 |
+
11 print
|
| 13 |
+
12 drink
|
| 14 |
+
13 buying food
|
| 15 |
+
14 make a phone call
|
| 16 |
+
15 bring suit
|
| 17 |
+
16 go on the internet
|
| 18 |
+
17 write
|
| 19 |
+
18 type
|
| 20 |
+
19 cook a curry
|
| 21 |
+
20 play the piano
|
| 22 |
+
21 playing soccer
|
| 23 |
+
22 eating breakfast in bed
|
| 24 |
+
23 paint a house
|
| 25 |
+
24 going on a vacation
|
| 26 |
+
25 a goldfish
|
| 27 |
+
26 washing your clothes
|
| 28 |
+
27 cleaning clothing
|
| 29 |
+
28 cleaning your room
|
| 30 |
+
29 other
|
openscan_label_mapping/openscan-labels.synonyms.tsv
ADDED
|
@@ -0,0 +1,18 @@
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
id category
|
| 2 |
+
1 weight
|
| 3 |
+
2 news
|
| 4 |
+
3 bedside table
|
| 5 |
+
4 napkin
|
| 6 |
+
5 image
|
| 7 |
+
6 sack
|
| 8 |
+
7 reading
|
| 9 |
+
8 pipe
|
| 10 |
+
9 power bar
|
| 11 |
+
10 round
|
| 12 |
+
11 ornament
|
| 13 |
+
12 suction cup
|
| 14 |
+
13 dress
|
| 15 |
+
14 houseplant
|
| 16 |
+
15 suitcase
|
| 17 |
+
16 almanac
|
| 18 |
+
17 other
|
openscan_label_mapping/openscan-labels.type.tsv
ADDED
|
@@ -0,0 +1,98 @@
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
| 1 |
+
id category
|
| 2 |
+
1 baggage
|
| 3 |
+
2 seat
|
| 4 |
+
3 table were someone works
|
| 5 |
+
4 plumbing fixture
|
| 6 |
+
5 window covering
|
| 7 |
+
6 land
|
| 8 |
+
7 measuring instrument
|
| 9 |
+
8 garbage container
|
| 10 |
+
9 a way to relax
|
| 11 |
+
10 a good place to lie
|
| 12 |
+
11 vanity
|
| 13 |
+
12 kitchen appliance
|
| 14 |
+
13 basket
|
| 15 |
+
14 box
|
| 16 |
+
15 string instrument
|
| 17 |
+
16 rack
|
| 18 |
+
17 kitchen appliances
|
| 19 |
+
18 movable barrier
|
| 20 |
+
19 upper surface
|
| 21 |
+
20 a two wheel vehicle
|
| 22 |
+
21 reflector
|
| 23 |
+
22 container
|
| 24 |
+
23 piece of cloth
|
| 25 |
+
24 representation
|
| 26 |
+
25 clue
|
| 27 |
+
26 organism
|
| 28 |
+
27 a cooling device
|
| 29 |
+
28 footwear
|
| 30 |
+
29 heater
|
| 31 |
+
30 source of illumination
|
| 32 |
+
31 a form of clothing
|
| 33 |
+
32 refrigerator
|
| 34 |
+
33 dispenser
|
| 35 |
+
34 a long seat with no backrest
|
| 36 |
+
35 a vehicle
|
| 37 |
+
36 bin
|
| 38 |
+
37 a communication device
|
| 39 |
+
38 handbag
|
| 40 |
+
39 coat
|
| 41 |
+
40 an excellent source of information
|
| 42 |
+
41 tube
|
| 43 |
+
42 switch
|
| 44 |
+
43 sill
|
| 45 |
+
44 door
|
| 46 |
+
45 board
|
| 47 |
+
46 cabinet
|
| 48 |
+
47 portable computer
|
| 49 |
+
48 display
|
| 50 |
+
49 computer device
|
| 51 |
+
50 shaft
|
| 52 |
+
51 alarm
|
| 53 |
+
52 curtain
|
| 54 |
+
53 paper
|
| 55 |
+
54 bottle
|
| 56 |
+
55 an instrument of music
|
| 57 |
+
56 a toy
|
| 58 |
+
57 bedclothes
|
| 59 |
+
58 cutting implement
|
| 60 |
+
59 shelf
|
| 61 |
+
60 table
|
| 62 |
+
61 supporter
|
| 63 |
+
62 railing
|
| 64 |
+
63 trophy
|
| 65 |
+
64 audio device
|
| 66 |
+
65 vessel
|
| 67 |
+
66 a tool to unclog toilets
|
| 68 |
+
67 rod
|
| 69 |
+
68 padding
|
| 70 |
+
69 bag
|
| 71 |
+
70 toy animal
|
| 72 |
+
71 a container for clothes
|
| 73 |
+
72 hole
|
| 74 |
+
73 stairs
|
| 75 |
+
74 storage device
|
| 76 |
+
75 firefighting equipment
|
| 77 |
+
76 fitness equipment
|
| 78 |
+
77 device for spraying
|
| 79 |
+
78 counter
|
| 80 |
+
79 clock
|
| 81 |
+
80 kettle
|
| 82 |
+
81 hood
|
| 83 |
+
82 beauty device
|
| 84 |
+
83 optical device
|
| 85 |
+
84 dryer
|
| 86 |
+
85 detergent
|
| 87 |
+
86 machine
|
| 88 |
+
87 screen
|
| 89 |
+
88 drafting instrument
|
| 90 |
+
89 pad
|
| 91 |
+
90 pitcher
|
| 92 |
+
91 electronic piano
|
| 93 |
+
92 time list
|
| 94 |
+
93 household cleaning tool
|
| 95 |
+
94 sign
|
| 96 |
+
95 receptacle container
|
| 97 |
+
96 a container for letters
|
| 98 |
+
97 other
|
openscan_val_gt.zip
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:5c5959031fdd861e4bb2b6c07a74bc9de44a3a41a5c5436b23156606ab8f1b73
|
| 3 |
+
size 2098066870
|
openscan_val_raw.json
ADDED
|
The diff for this file is too large to render.
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|
|
|