Smart annotation settings

Overview

H2O Label Genie offers the following smart annotation settings:

• Enable zero-shot predictions
• Enable segment anything
• Enable keyboard support

In the below sections, each setting above, in turn, is discussed.

Enable zero-shot predictions

Overview

H2O Label Genie enables you to allow H2O Label Genie to utilize zero-shot learning models to accelerate the labeling process for certain supported annotation tasks. You can turn this feature On or Off.

note

• H2O Label Genie lets you utilize a zero-shot learning model for the following supported annotation tasks:
  • Image classification
    • See Annotation tasks + zero-shot learning models: Image classification
  • Object detection
    • See, Annotation tasks + zero-shot learning models: Object detection
  • Image instance segmentation
    • See Annotation tasks + zero-shot learning models: Image instance segmentation
  • Text classification
    • See Annotation tasks + zero-shot learning models: Text classification
  • Text summarization
    • See Annotation tasks + zero-shot learning models: Text summarization
  • Text-generative AI
    • See Annotation tasks + zero-shot learning models: Text-generative AI

Instructions

To turn the zero-shot learning models on or off, consider the following instructions:

caution

Turning this setting off does not allow H2O Label Genie to generate zero-shot predictions for annotation tasks supporting a zero-shot learning model(s).

1. On the H2O Label Genie navigation menu, click Settings.
2. Click the Enable zero-shot predictions toggle.

Enable segment anything

Overview

By default, for an image instance segmentation annotation task, H2O Label Genie offers a Box to polygon feature that enables you to improve the efficiency of manual labeling. A Box to polygon feature enables you to encapsulate an object class with a rectangular that is immediately replaced with a more complex polygon that captures all the borders of the object class inside the rectangular.

Instructions

To turn on or off the ability of H2O Label Genie to offer the Box to polygon feature for an image instance segmentation annotation task, consider the following instructions:

1. On the H2O Label Genie navigation menu, click Settings.
2. Click the Enable segment anything toggle.

Enable keyboard support

Overview

By default, H2O Label Genie enables you to utilize several keyboard shortcuts to speed up, for example, the labeling of a dataset (for example, the U key approves the annotated (labeled) sample to move to the next sample).

note

To learn about availabel keyboard shortcuts, see Hotkeys.

Instructions

To disable or enable the keyboard shortcuts, consider the following instructions:

1. On the H2O Label Genie navigation menu, click Settings.
2. Click the Enable keyboard support toggle.

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