Datasets:
| language: | |
| - en | |
| tags: | |
| - remote-sensing | |
| - image-quality-assessment | |
| - benchmark | |
| - visual-question-answering | |
| task_categories: | |
| - visual-question-answering | |
| - image-classification | |
| pretty_name: SenseBench | |
| license: cc-by-4.0 | |
| dataset_info: | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: image_1 | |
| dtype: image | |
| - name: image_2 | |
| dtype: image | |
| - name: question | |
| dtype: string | |
| - name: answer | |
| dtype: string | |
| splits: | |
| - name: train | |
| num_examples: 10815 | |
| configs: | |
| - config_name: default | |
| data_files: | |
| - split: train | |
| path: questions.jsonl | |
| # SenseBench | |
| A benchmark for remote sensing low-level visual perception and description in large vision-language models. | |
| - **10,815** samples, **14,330** images | |
| - 4 question types: whether / what / how / description | |
| ## Task Types | |
| | Category | Task | Samples | Description | | |
| |----------|------|---------|-------------| | |
| | Perception | whether | 3,800 | Yes/No binary questions | | |
| | Perception | what | 3,800 | Single-choice (A/B/C/D) | | |
| | Perception | how | 2,015 | Severity rating (A/B/C) | | |
| | Description | description | 1,200 | Open-ended quality description | | |
| ## Directory Structure | |
| ``` | |
| ├── Perception/ | |
| │ ├── single/ | |
| │ └── paired/ | |
| ├── Description/ | |
| │ ├── single/ | |
| │ └── paired/ | |
| └── questions.jsonl | |
| ``` | |