SMDG-19: Standardized Multi-channel Glaucoma Benchmark

~12,000 fundus images aggregated from 19 public glaucoma datasets with standardized disc/cup/vessel channels and unified labels. CC0 — fully public domain.

At a glance

Field	Value
Short name	smdg
Full name	SMDG-19: Standardized Multi-channel Glaucoma Benchmark
First published	Unknown
Publication date precision	Unknown
Publication date evidence	Unknown
Publication date source field	Unknown
Publication date reviewed	Unknown
Primary category	fundus
Resource role	derivative_dataset
Dataset family	smdg
Contained modalities	fundus
Tasks	classification, segmentation
Primary reported quantity	12,449 images
Classes	3 (non_glaucoma, glaucoma, suspect)
Splits	train, val, test
Size	5.0 GB
Source-stated terms	CC0 1.0 (Public Domain)
Normalized terms	cc0
Descriptive screening label	Standard label without an explicit NC clause; not a permission finding
Terms scope	dataset_files
Access friction	self_service_authenticated
Route backend	Kaggle
Availability	available (checked 2026-07-21)
Acquisition support	standard_platform_supported
Legacy sample-loader status	Metadata and access only

Reported quantities

Role	Count	Unit	Scope	Basis	Evidence
Primary	12,449	images	Primary quantity reported in the reviewed catalog source	legacy_catalog_field	kaggle.com/datasets

Counts retain their source-reported units. Additional rows can describe components, paired items, or derivative copies and are not automatically added to the primary quantity.

Notes

Aggregator — overlaps with several EyeDataHub-indexed glaucoma datasets. Useful for unified multi-source training.

Documented relationships

These links record source-supported lineage or overlap, not merely similar modality tags.

• This record is derived from airogs: The official SMDG source table lists this catalog record among the 19 standardized source domains. (evidence)
• This record is derived from beh: The official SMDG source table lists this catalog record among the 19 standardized source domains. (evidence)
• This record is derived from drishti_gs: The official SMDG source table lists this catalog record among the 19 standardized source domains. (evidence)
• This record is derived from fives: The official SMDG source table lists this catalog record among the 19 standardized source domains. (evidence)
• This record is derived from g1020: The official SMDG source table lists this catalog record among the 19 standardized source domains. (evidence)
• This record is derived from hrf: The official SMDG source table lists this catalog record among the 19 standardized source domains. (evidence)
• This record is derived from jsiec: The official SMDG source table lists this catalog record among the 19 standardized source domains. (evidence)
• This record is derived from odir2019: The official SMDG source table lists this catalog record among the 19 standardized source domains. (evidence)
• This record is derived from papila: The official SMDG source table lists this catalog record among the 19 standardized source domains. (evidence)
• This record is derived from refuge2: The official SMDG source table lists this catalog record among the 19 standardized source domains. (evidence)

Access information and download

CLI

# Read-only preflight
eyehub download smdg --data-dir ./data --dry-run --json

# Download, only when preflight reports supported behavior
eyehub download smdg --data-dir ./data

Python

from eyedatahub.acquisition import preflight_dataset
from eyedatahub.datasets.registry import REGISTRY

ds = REGISTRY.get_dataset('smdg')
print(preflight_dataset(ds, './data'))  # no download

Upstream page: kaggle.com/datasets

Source-term evidence: kaggle.com/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

@misc{smdg,
  title  = { SMDG-19: Standardized Multi-channel Glaucoma Benchmark },
  note   = { Kiefer, 'Standardized Multi-channel Dataset for Glaucoma (SMDG-19)', Kaggle 2022. Breakdown: 7,499 non-glaucoma + 4,817 glaucoma + 133 suspect },
  year   = { 2022 },
  url    = { https://www.kaggle.com/datasets/deathtrooper/multichannel-glaucoma-benchmark-dataset },
}

Plain text

Kiefer, 'Standardized Multi-channel Dataset for Glaucoma (SMDG-19)', Kaggle 2022. Breakdown: 7,499 non-glaucoma + 4,817 glaucoma + 133 suspect.

Source-stated terms

• Raw source string: CC0 1.0 (Public Domain)
• Normalized category: cc0
• 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.

Similar resources by shared modality

• airogs: AIROGS: AI for Robust Glaucoma Screening (113,893 images, cc-by-nc-nd)
• multieye: MultiEYE: OCT-Enhanced Fundus Multi-Disease Benchmark (103,959 images, mit)
• eyecare_100k: Eyecare-100K: Multimodal Ophthalmology VQA Corpus (102,000 question answer pairs, unknown)
• justraigs: JustRAIGS: Just Referral AI Glaucoma Screening Dataset (101,442 images, cc-by-nc-nd)
• eyepacs: EyePACS — Diabetic Retinopathy Detection (Kaggle 2015) (88,702 images, research-only)
• angioreport: AngioReport Fundus Angiography Report Dataset (55,361 images, unknown)
• ffa_ir: FFA-IR Medical Report Dataset (47,247 images, unknown)
• mfiddr: MFIDDR: Multi-Field Imaging Dataset for Diabetic Retinopathy (34,452 images, mit)