CSDI: Cataract Severity Diagnostic Image Dataset
187 cataract cases with color fundus images and paired professional cataract-grading diagnostic reports. Designed for medical multimodal-LLM evaluation.
At a glance
| Field | Value |
|---|---|
| Short name | csdi |
| Full name | CSDI: Cataract Severity Diagnostic Image Dataset |
| Primary category | fundus |
| Contained modalities | fundus, text |
| Tasks | grading, classification |
| Samples | 187 |
| Classes | Not reported (Not reported) |
| Splits | all |
| Size | 1.0 GB |
| Source-stated terms | CC BY 4.0 |
| Normalized terms | cc-by |
| Descriptive screening label | Standard label without an explicit NC clause; not a permission finding |
| Terms scope | dataset_files |
| Access friction | anonymous_direct |
| Route backend | HuggingFace Hub |
| Availability | available (checked 2026-07-21) |
| Acquisition support | standard_platform_supported |
| Legacy sample-loader status | Metadata and access only |
Notes
First public fundus dataset with paired professional cataract reports. Canonical Hugging Face repository: RainyNight/CSDI.
Access preflight and acquisition
- CLI
- Python
# Read-only preflight
eyehub download csdi --data-dir ./data --dry-run --json
# Explicit transfer, only when preflight reports supported behavior
eyehub download csdi --data-dir ./data
from eyedatahub.acquisition import preflight_dataset
from eyedatahub.datasets.registry import REGISTRY
ds = REGISTRY.get_dataset('csdi')
print(preflight_dataset(ds, './data')) # no transfer
Upstream page: huggingface.co/datasets
Source-term evidence: huggingface.co/datasets
Loader status
This catalog record provides metadata and access instructions, but it does not yet include a standard DatasetSample loader. Inspect the source file structure or contribute a loader before using it in a training pipeline.
Citation
- BibTeX
- Plain text
@misc{csdi,
title = { CSDI: Cataract Severity Diagnostic Image Dataset },
note = { Scientific Data 2026. doi:10.1038/s41597-026-06684-8 },
year = { 2026 },
url = { https://huggingface.co/datasets/RainyNight/CSDI },
}
Scientific Data 2026. doi:10.1038/s41597-026-06684-8
Source-stated terms
- Raw source string: CC BY 4.0
- Normalized category:
cc-by - Apparent scope:
dataset_files - Descriptive screening label: Standard label without an explicit NC clause; not a permission finding
⚠️ Source-stated terms, scope, and normalized labels are curation metadata, not legal advice or a permission finding. Review the current official source before transfer or reuse.
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