File size: 7,418 Bytes
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---
dataset_info:
  config_name: n5_m4_d144
  features:
  - name: id
    dtype: int64
  - name: image_top_down
    dtype: image
  - name: image_north_facing
    dtype: image
  - name: question_image
    dtype: string
  - name: options_td
    sequence: string
  - name: options_sd
    sequence: string
  - name: answer_image_td
    dtype: string
  - name: answer_image_sd
    dtype: string
  - name: question_td_layout_yn
    dtype: string
  - name: answer_td_layout_yn
    dtype: string
  - name: question_td_layout_fr
    dtype: string
  - name: answer_td_layout_fr
    sequence: string
  - name: question_td_tpp_yn
    dtype: string
  - name: answer_td_tpp_yn
    dtype: string
  - name: question_td_tpp_fr
    dtype: string
  - name: answer_td_tpp_fr
    sequence: string
  - name: question_td_o2_yn
    dtype: string
  - name: answer_td_o2_yn
    dtype: string
  - name: question_td_o2_fr
    dtype: string
  - name: answer_td_o2_fr
    sequence: string
  - name: question_td_o2_d2_yn
    dtype: string
  - name: answer_td_o2_d2_yn
    dtype: string
  - name: question_td_o2_d2_fr
    dtype: string
  - name: answer_td_o2_d2_fr
    sequence: string
  - name: question_td_o2_d3_yn
    dtype: string
  - name: answer_td_o2_d3_yn
    dtype: string
  - name: question_td_o2_d3_fr
    dtype: string
  - name: answer_td_o2_d3_fr
    sequence: string
  - name: question_td_o2_layout_yn
    dtype: string
  - name: answer_td_o2_layout_yn
    dtype: string
  - name: question_td_o2_layout_fr
    dtype: string
  - name: answer_td_o2_layout_fr
    sequence: string
  - name: question_td_o2_d2_layout_yn
    dtype: string
  - name: answer_td_o2_d2_layout_yn
    dtype: string
  - name: question_td_o2_d2_layout_fr
    dtype: string
  - name: answer_td_o2_d2_layout_fr
    sequence: string
  - name: question_td_o2_d3_layout_yn
    dtype: string
  - name: answer_td_o2_d3_layout_yn
    dtype: string
  - name: question_td_o2_d3_layout_fr
    dtype: string
  - name: answer_td_o2_d3_layout_fr
    sequence: string
  - name: question_sd_layout_yn
    dtype: string
  - name: answer_sd_layout_yn
    dtype: string
  - name: question_sd_tpp_yn
    dtype: string
  - name: answer_sd_tpp_yn
    dtype: string
  - name: question_sd_o2_yn
    dtype: string
  - name: answer_sd_o2_yn
    dtype: string
  - name: question_sd_o2_fr
    dtype: string
  - name: answer_sd_o2_fr
    sequence: string
  - name: question_sd_o2_d2_yn
    dtype: string
  - name: answer_sd_o2_d2_yn
    dtype: string
  - name: question_sd_o2_d2_fr
    dtype: string
  - name: answer_sd_o2_d2_fr
    sequence: string
  - name: question_sd_o2_d3_yn
    dtype: string
  - name: answer_sd_o2_d3_yn
    dtype: string
  - name: question_sd_o2_d3_fr
    dtype: string
  - name: answer_sd_o2_d3_fr
    sequence: string
  - name: question_sd_o2_layout_yn
    dtype: string
  - name: answer_sd_o2_layout_yn
    dtype: string
  - name: question_sd_o2_layout_fr
    dtype: string
  - name: answer_sd_o2_layout_fr
    sequence: string
  - name: question_sd_o2_d2_layout_yn
    dtype: string
  - name: answer_sd_o2_d2_layout_yn
    dtype: string
  - name: question_sd_o2_d2_layout_fr
    dtype: string
  - name: answer_sd_o2_d2_layout_fr
    sequence: string
  - name: question_sd_o2_d3_layout_yn
    dtype: string
  - name: answer_sd_o2_d3_layout_yn
    dtype: string
  - name: question_sd_o2_d3_layout_fr
    dtype: string
  - name: answer_sd_o2_d3_layout_fr
    sequence: string
  splits:
  - name: test
    num_bytes: 67434227.0
    num_examples: 100
  download_size: 65991028
  dataset_size: 67434227.0
configs:
- config_name: n5_m4_d144
  data_files:
  - split: test
    path: n5_m4_d144/test-*
---
<div align="left">
  <h1 style="font-size: 2em;">🏠 RoomSpace Benchmark</h1> 
    πŸ”— <a href="https://github.com/Fangjun-Li/RoomSpace">GitHub</a> β€’ 
    πŸ“ <a href="https://archive.researchdata.leeds.ac.uk/1293/">Dataset</a> β€’ 
    πŸ“– <a href="https://arxiv.org/abs/2405.15064">Paper</a>
    πŸ•ΉοΈ <a href="https://colab.research.google.com/drive/1fAK8J1UHAjMm-mNVsuzIbEZd-SZG6bX-?usp=sharing">Colab</a>
</div>
<br/>


## Branch Structure

This repository contains various branches, each representing different versions and sizes of the RoomSpace dataset. For example, the `SD-100_v1.0` branch includes 100 test examples under version 1.0.

```
Data/
β”œβ”€β”€ main/
β”œβ”€β”€ SD-100_v1.0/
β”œβ”€β”€ SD-1K_v1.0/
└── SD-10K_v1.0/
```

- `main`: for the Dataset Viewer, contains the `n5_m4_d144` directory for SD-1K_v1.0.
- `SD-100_v1.0`: Contains data for 100 room samples.
- `SD-1K_v1.0`: Contains data for 1,000 room samples, with the first 100 rooms identical to those in `SD-100_v1.0`.
- `SD-10K_v1.0`: Contains data for 10,000 room samples, with the first 1,000 rooms identical to those in `SD-1K_v1.0`.

## Directory Structure

The repository is organized as follows:

```
Revision/
β”œβ”€β”€ n3_m2_d144/
β”œβ”€β”€ n4_m3_d144/
```

Each `n*_m*_d*` subdirectory includes a test parquet file containing stories, questions, and answers derived from the images and a Constraint Satisfaction Problem (CSP) reasoner. The parameters `n`, `m`, and `d` represent the object number, constraint density, and domain size, respectively.

### Images

Each example includes two images showing different views of the rooms:

- `image_top_down`: Top-down images of the rooms.
- `image_north_facing`: North-facing rectangular images, assuming a robot stands at the south door, facing north.

### Questions & Answers

There are a total of 26 QA pairs, categorized as follows:
  
- **Visual QA**: (image_top_down + question_image) -- answer_image_td, (image_north_facing + question_image) -- answer_image_sd
- **Layout Setting**: (question_td_layout_yn -- answer_td_layout_yn), (question_td_layout_fr -- answer_td_layout_fr)
- **TPP Setting**: (question_td_tpp_yn -- answer_td_tpp_yn), (question_td_tpp_fr -- answer_td_tpp_fr)
- **O2 Setting**: (question_td_o2_yn -- answer_td_o2_yn), (question_td_o2_fr -- answer_td_o2_fr), (question_sd_o2_yn -- answer_sd_o2_yn), (question_sd_o2_fr -- answer_sd_o2_fr)
- **O2+D2 Setting**: (question_td_o2_d2_yn -- answer_td_o2_d2_yn), (question_td_o2_d2_fr -- answer_td_o2_d2_fr), (question_sd_o2_d2_yn -- answer_sd_o2_d2_yn), (question_sd_o2_d2_fr -- answer_sd_o2_d2_fr)
- **O2+D3 Setting**: (question_td_o2_d3_yn -- answer_td_o2_d3_yn), (question_td_o2_d3_fr -- answer_td_o2_d3_fr), (question_sd_o2_d3_yn -- answer_sd_o2_d3_yn), (question_sd_o2_d3_fr -- answer_sd_o2_d3_fr) 
- **Layout + O2 + D2 Setting**: (question_td_o2_d2_layout_yn -- answer_td_o2_d2_layout_yn), (question_td_o2_d2_layout_fr -- answer_td_o2_d2_layout_fr), (question_sd_o2_d2_layout_yn -- answer_sd_o2_d2_layout_yn), (question_sd_o2_d2_layout_fr -- answer_sd_o2_d2_layout_fr)
- **Layout + O2 + D3 Setting**: (question_td_o2_d3_layout_yn -- answer_td_o2_d3_layout_yn), (question_td_o2_d3_layout_fr -- answer_td_o2_d3_layout_fr), (question_sd_o2_d3_layout_yn -- answer_sd_o2_d3_layout_yn), (question_sd_o2_d3_layout_fr -- answer_sd_o2_d3_layout_fr)


  
### Question Types

- **'fr'**: Find Relation
- **'yn'**: Yes/No

  
### Points of View

- **'td'**: Top-Down View
- **'sd'**: North Facing View (from the south door)


---
## Relevant Paper

[Fangjun Li, David Hogg, and Anthony Cohn. "Reframing Spatial Reasoning Evaluation in Language Models: A Real-World Simulation Benchmark for Qualitative Reasoning." IJCAI, 2024](https://arxiv.org/abs/2405.15064).