Builtins

Computation Modules

OneLabeler builds in the implementation of a variety of interface and algorithm modules at developers' disposal. These modules can be composed into data labeling tools without requiring textual programming.

See the full list of built-in modules

Module	Type	interface/algorithm
bitmap image	interactive labeling - data type	interface
text	interactive labeling - data type	interface
video	interactive labeling - data type	interface
audio	interactive labeling - data type	interface
point cloud	interactive labeling - data type	interface
vector image	interactive labeling - data type	interface
pdf	interactive labeling - data type	interface
website	interactive labeling - data type	interface
classification	interactive labeling - label task	interface
multi-label classification	interactive labeling - label task	interface
freeform text annotation	interactive labeling - label task	interface
object detection	interactive labeling - label task	interface
2D segmentation	interactive labeling - label task	interface
3D segmentation	interactive labeling - label task	interface
span tagging	interactive labeling - label task	interface
span relation	interactive labeling - label task	interface
temporal segmentation	interactive labeling - label task	interface
single object display	interactive labeling	interface
grid matrix	interactive labeling	interface
cluster centroids	data object selection	algorithm
cluster index	data object selection	algorithm
dense areas	data object selection	algorithm
entropy	data object selection	algorithm
entropy diversity	data object selection	algorithm
entropy diversity density	data object selection	algorithm
least confident	data object selection	algorithm
smallest margin	data object selection	algorithm
interactive projection	data object selection	interface
COCO-SSD	default labeling	algorithm
DeepLab	default labeling	algorithm
MobileNet	default labeling	algorithm
POS tagging	default labeling	algorithm
general-purpose model prediction	default labeling	algorithm
image bag of words	feature extraction	algorithm
image linear discriminant analysis	feature extraction	algorithm
image singular value decomposition	feature extraction	algorithm
text non-negative matrix factorization	feature extraction	algorithm
MobileNet extractor	feature extraction	algorithm
retrain decision tree	model training	algorithm
retrain SVM	model training	algorithm
retrain logistic regression	model training	algorithm
retrain RBN	model training	algorithm
online graph-based label propagation	model training	algorithm
one by one checking	quality assurance	interface
labeled rate	stoppage analysis	algorithm
editable label category table	label ideation	interface

Labeling Tool Templates

OneLabeler builds in a collection of template data labeling tools. These templates can be used directly, or used as boilerplate for creating new data labeling tools.

The list of built-in templates:

• audio classification
• audio temporal segmentation
• image classification
• mixed-initiative image classification
• image segmentation
• point cloud classification
• point cloud segmentation
• text classification
• text named entity recognition
• video classification
• video temporal segmentation
• webpage classification