Introduction to Data Labeling
Data management is being upgraded and is invisible to users who have not used data management.
Model training requires a large amount of labeled data. Therefore, before training a model, label data. ModelArts provides you with the following labeling functions:
- Manual Labeling: allows you to manually label data.
Manual Labeling
Create a labeling job based on the dataset type. ModelArts supports the following types of labeling jobs:
- Images
- Image classification: identifies a class of objects in images.
- Object detection: identifies the position and class of each object in an image.
- Image segmentation: segments an image into different areas based on objects in the image.
- Audio
- Sound classification: classifies and identifies different sounds.
- Speech labeling: labels speech content.
- Speech paragraph labeling: segments and labels speech content.
- Text
- Text classification: assigns labels to text according to its content.
- Named entity recognition: assigns labels to named entities in text, such as time and locations.
- Text triplet: assigns labels to entity segments and entity relationships in the text.
- Video
Video labeling: identifies the position and class of each object in a video. Only the MP4 format is supported.
Dataset Functions
Dataset functions vary depending on dataset types. For details, see Table 1.
Dataset Type |
Labeling Type |
Manual Labeling |
Auto Labeling |
Team Labeling |
---|---|---|---|---|
Images |
Image classification |
Supported |
Supported |
Supported |
Object detection |
Supported |
Supported |
Supported |
|
Image segmentation |
Supported |
N/A |
N/A |
|
Audio |
Sound classification |
Supported |
N/A |
N/A |
Speech labeling |
Supported |
N/A |
N/A |
|
Speech paragraph labeling |
Supported |
N/A |
Supported |
|
Text |
Text classification |
Supported |
N/A |
Supported |
Named entity recognition |
Supported |
N/A |
Supported |
|
Text triplet |
Supported |
N/A |
Supported |
|
Video |
Video labeling |
Supported |
N/A |
N/A |
Free format |
N/A |
N/A |
N/A |
N/A |
Table |
N/A |
N/A |
N/A |
N/A |
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