| --- |
| dataset_info: |
| features: |
| - name: image |
| dtype: image |
| - name: question_id |
| dtype: string |
| - name: question |
| dtype: string |
| - name: answer |
| dtype: string |
| - name: source |
| dtype: string |
| - name: eval_type |
| dtype: string |
| - name: relation_type |
| dtype: string |
| configs: |
| - config_name: default |
| data_files: |
| - split: train |
| path: data-*.parquet |
| license: cc-by-4.0 |
| task_categories: |
| - visual-question-answering |
| language: |
| - en |
| tags: |
| - visual-relation |
| - spatial-relation |
| - action-relation |
| - comparative-relation |
| - dall-e |
| size_categories: |
| - 1K<n<10K |
| --- |
| |
| # MMRel |
|
|
| Multimodal visual relation benchmark with 3,613 Dall-E generated image-question pairs testing action, spatial, and comparative relations. Each image is synthesized in multiple artistic styles (photo-realistic, watercolor, abstract, oil painting). |
|
|
| Note: The full MMRel benchmark also includes Visual Genome and SPEC (SDXL) images, which require separate download from their respective sources. |
|
|
| ## Fields |
|
|
| | Field | Description | |
| |-------|-------------| |
| | image | Dall-E synthesized image | |
| | question_id | Unique question identifier | |
| | question | Relation question (yes/no or open-ended) | |
| | answer | Ground truth answer | |
| | source | Image source (dall-e) | |
| | eval_type | discriminative / generative | |
| | relation_type | dall-e_action / dall-e_spatial | |
| |
| ## Evaluation |
| |
| ``` |
| Discriminative: "Does {relation} exist? Please answer with one word." |
| metrics: Accuracy, Precision, Recall, F1 |
| parser: yes/no binary |
| |
| Generative: "What is the {relation_type} between {obj1} and {obj2}?" |
| metrics: Relation extraction accuracy |
| parser: free-text matching |
| ``` |
| |
| ## Source |
| |
| Original data from [MMRel](https://huggingface.co/datasets/Jingkang50/MMRel) (arXiv 2024). |
| |
