Enum: MLModalityType
High-level data modalities used in machine learning. These represent
the fundamental types of input data that ML models process.
__
Permissible Values
| Value | Meaning | Description |
|---|---|---|
| TEXT | None | Textual data (natural language, code, etc |
| IMAGE | EDAM:data_2968 | Visual image data |
| AUDIO | None | Audio/sound data |
| VIDEO | None | Video data (sequences of images with optional audio) |
| MULTIMODAL | None | Data combining multiple modalities |
| TABULAR | None | Structured tabular data |
| TIME_SERIES | None | Sequential temporal data |
| GRAPH | None | Graph-structured data with nodes and edges |
Identifier and Mapping Information
Schema Source
- from schema: https://w3id.org/linkml/valuesets
LinkML Source
name: MLModalityType
description: 'High-level data modalities used in machine learning. These represent
the fundamental types of input data that ML models process.
'
from_schema: https://w3id.org/linkml/valuesets
rank: 1000
permissible_values:
TEXT:
text: TEXT
description: Textual data (natural language, code, etc.)
annotations:
examples:
tag: examples
value: documents, sentences, tokens
IMAGE:
text: IMAGE
description: Visual image data
meaning: EDAM:data_2968
annotations:
examples:
tag: examples
value: photographs, diagrams, scans
AUDIO:
text: AUDIO
description: Audio/sound data
annotations:
examples:
tag: examples
value: speech, music, sound effects
VIDEO:
text: VIDEO
description: Video data (sequences of images with optional audio)
annotations:
examples:
tag: examples
value: movies, recordings, animations
MULTIMODAL:
text: MULTIMODAL
description: Data combining multiple modalities
annotations:
examples:
tag: examples
value: image-text pairs, audio-visual data
TABULAR:
text: TABULAR
description: Structured tabular data
annotations:
examples:
tag: examples
value: spreadsheets, databases, CSV files
TIME_SERIES:
text: TIME_SERIES
description: Sequential temporal data
annotations:
examples:
tag: examples
value: sensor readings, stock prices, logs
GRAPH:
text: GRAPH
description: Graph-structured data with nodes and edges
annotations:
examples:
tag: examples
value: social networks, knowledge graphs, molecular structures