MultiEYE: OCT-Enhanced Fundus Multi-Disease Benchmark

58,036 fundus + 45,923 OCT images assembled for multi-disease classification (8 classes) with cross-modal distillation. Sourced from multiple public ophthalmic datasets.

At a glance

Field	Value
Short name	multieye
Full name	MultiEYE: OCT-Enhanced Fundus Multi-Disease Benchmark
Primary category	multimodal
Contained modalities	fundus, oct
Tasks	classification
Samples	58,036
Classes	8 (Not reported)
Splits	train, val, test
Size	27.3 GB
Source-stated terms	MIT
Normalized terms	mit
Descriptive screening label	Standard label without an explicit NC clause; verify that it applies to data
Terms scope	unknown
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

Re-aggregates several source datasets — image licenses inherit from their original sources. Verify per-component before reuse.

Access preflight and acquisition

CLI

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

# Explicit transfer, only when preflight reports supported behavior
eyehub download multieye --data-dir ./data

Python

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

ds = REGISTRY.get_dataset('multieye')
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

@misc{multieye,
  title  = { MultiEYE: OCT-Enhanced Fundus Multi-Disease Benchmark },
  note   = { MultiEYE: OCT-Enhanced Fundus Multi-Disease Benchmark, IEEE TMI 2025; arXiv:2412.09402 },
  year   = { 2025 },
  url    = { https://huggingface.co/datasets/Luxuriant16/MultiEYE },
}

Plain text

MultiEYE: OCT-Enhanced Fundus Multi-Disease Benchmark, IEEE TMI 2025; arXiv:2412.09402

Source-stated terms

• Raw source string: MIT
• Normalized category: mit
• Apparent scope: unknown
• Descriptive screening label: Standard label without an explicit NC clause; verify that it applies to data

⚠️ 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.

Related datasets with shared modalities

• eyecare_100k: Eyecare-100K: Multimodal Ophthalmology VQA Corpus (102,000 records, unknown)
• lmod_plus: LMOD+ Multimodal Ophthalmology Benchmark (32,633 records, unknown)
• harvard_fairvision: Harvard-FairVision (AMD + DR + Glaucoma, paired SLO + OCT) (30,000 records, cc-by-nc-nd)
• mmrdr: MMRDR: Multi-Modal Retinal Diabetic Retinopathy Dataset (24,460 records, cc-by)
• x_pcr: X-PCR Ophthalmology Progressive Clinical Reasoning Benchmark (18,700 records, unknown)
• olives: OLIVES: Ophthalmic Labels for Investigating Visual Eye Semantics (9,408 records, cc-by)
• oct_fundus_dme_dr_mexico: OCT and Eye Fundus Dataset for DME and DR (2,661 records, unknown)
• grape: GRAPE: Glaucoma Real-world Appraisal Progression Ensemble (1,115 records, cc0)