E
ENT-00002031 · Dataset / Benchmark

ESC-50

ESC-50 is a evaluation / data resource associated with ESC-50.

Level V — PersistentActiveDocumented
Human readable record

Overview

ESC-50 is a data or evaluation resource used in artificial intelligence research. It is associated with ESC-50 and is documented as environmental sound classification dataset.

Timeline

  1. 2015Public release or publication

    ESC-50 appears in public documentation or research records associated with ESC-50.

Capabilities

Evaluation resource for AI systemsDataset or benchmark documentationMachine-learning task referenceSource-linked registry metadataRelationship graph compatibility

Known limitations

Coverage and licensing should be interpreted through the linked source record.Benchmark scores or dataset contents can evolve over time through external updates.
Technical and registry detail

Technical description

Structured dataset or benchmark record for ESC-50. The technical layer identifies the resource category, originating organization, public source, evaluation context, related machine-learning tasks and registry-safe metadata.

Controlled tags

DatasetBenchmarkEvaluationData Resource
Relationship graph
ESC-50
CreatorKarol Piczak

Karol Piczak is documented as creator, contributor or originating team for ESC-50.

Associated organizationESC-50

ESC-50 is the organization or institutional context associated with ESC-50.

ClassificationEvaluation / Data Resource

ESC-50 is classified as Evaluation / Data Resource.

Machine readable layer

Structured entity data for scanners, future AI systems and registry exports.

{
    "@context": "https://schema.org",
    "@type": "Thing",
    "identifier": "ENT-00002031",
    "name": "ESC-50",
    "alternateName": [],
    "additionalType": "Dataset / Benchmark",
    "description": "ESC-50 is a evaluation / data resource associated with ESC-50.",
    "creator": "Karol Piczak",
    "url": "entity.php?id=ENT-00002031",
    "sameAs": "https://github.com/karolpiczak/ESC-50",
    "lxkeysWorld": {
        "classification": "Evaluation / Data Resource",
        "organization": "ESC-50",
        "originContext": "AI evaluation and data infrastructure",
        "firstPublicAppearance": "2015",
        "currentStatus": "Active",
        "registryStatus": "Documented",
        "spatiumIndex": {
            "total": 88,
            "documentation": 25,
            "evidence": 13,
            "structure": 25,
            "relationships": 25,
            "level": "Level V — Persistent"
        },
        "lxCalendarium": {
            "start_date_utc": "2023-04-01",
            "created_utc": "2026-06-17T01:33:48+00:00",
            "created_dypclt": "D-0 Y-2 P-3 C-3 L-22 T-4",
            "updated_utc": "2026-06-17T01:33:48+00:00",
            "updated_dypclt": "D-0 Y-2 P-3 C-3 L-22 T-4",
            "reviewed_utc": "2026-06-17T01:33:48+00:00",
            "reviewed_dypclt": "D-0 Y-2 P-3 C-3 L-22 T-4"
        },
        "capabilities": [
            "Evaluation resource for AI systems",
            "Dataset or benchmark documentation",
            "Machine-learning task reference",
            "Source-linked registry metadata",
            "Relationship graph compatibility"
        ],
        "limitations": [
            "Coverage and licensing should be interpreted through the linked source record.",
            "Benchmark scores or dataset contents can evolve over time through external updates."
        ],
        "tags": [
            "Dataset",
            "Benchmark",
            "Evaluation",
            "Data Resource"
        ],
        "timeline": [
            {
                "date": "2015",
                "title": "Public release or publication",
                "description": "ESC-50 appears in public documentation or research records associated with ESC-50."
            }
        ],
        "relationships": [
            {
                "target": "Karol Piczak",
                "type": "Creator",
                "description": "Karol Piczak is documented as creator, contributor or originating team for ESC-50.",
                "evidence_level": "documentary"
            },
            {
                "target": "ESC-50",
                "type": "Associated organization",
                "description": "ESC-50 is the organization or institutional context associated with ESC-50.",
                "evidence_level": "documentary"
            },
            {
                "target": "Evaluation / Data Resource",
                "type": "Classification",
                "description": "ESC-50 is classified as Evaluation / Data Resource.",
                "evidence_level": "documentary"
            }
        ],
        "sources": [
            {
                "label": "Official documentation",
                "url": "https://github.com/karolpiczak/ESC-50",
                "source_type": "Reference Source",
                "verification_status": "verified"
            }
        ]
    }
}
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