RoomSpace / README.md
Fangjun's picture
Update README.md
a06096c verified
metadata
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
      num_examples: 100
  download_size: 65991028
  dataset_size: 67434227
configs:
  - config_name: n5_m4_d144
    data_files:
      - split: test
        path: n5_m4_d144/test-*

🏠 RoomSpace Benchmark

πŸ”— GitHub β€’ πŸ“ Dataset β€’ πŸ“– Paper πŸ•ΉοΈ Colab

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.