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This documentation provides a comprehensive guide to using the Label Editor for review, covering its components, features, and the display of various elements.

Review Mode

Introductory Videos

The following video goes through the basics of reviewing images in the Label Editor.
The following video goes through the basics of reviewing videos in the Label Editor.

Review Mode Components

As a reviewer, your Label Editor workspace contains the following components:
Videos, Image Sequences, Scenes, and Audio display a timeline in the Label Editor.
Use the show-hide labels buttons, workspace settings, and the drag and select in the workspace to speed up your approved label selection and review process.Optimize Review

Single Label Review

The normal review mode displays all labels simultaneously, allowing you to quickly approve or reject many labels in bulk actions. Alternately, enter the Single label review mode by toggling the switch at the top left. The single label review mode automatically highlights the selected instance, and hides all other objects. This allows you to carefully review one instance at a time including their attributes, and quickly iterate through the different instances using the Up and Down keys on your keyboard or by clicking the appropriate buttons in the UI.
The Single label review feature can also be considered “turbo review mode,” analogous to the “turbo attribute mode” in annotation mode, because it allows the reviewer to quickly step through and review instance attributes. “Turbo attribute mode” in the editor settings can be disabled while in review mode.
Single Label Review Settings The default zoom level for single label review can be adjusted to suit your needs.
  1. Open the editor settings.
  2. In the General settings section adjust the Set the default zoom level for single label view value highlighted in the screenshot below. The settings will be applied for the next selected label.
  • Initially, the default is set to 60%
  • 20% corresponds to no zoom. It’s the magnification at which the image or frame is displayed in the Label Editor.
  • To zoom in, increase the percentage value.
  • To zoom out, decrease the percentage value. The minimum value is 1%.

Edit Labels During Review

It is sometimes faster, more convenient, and less error-prone to have reviewers make edits to annotations, instead of outright rejecting them. Rejection requires the return of the entire set of labels to the annotator. Edit review allows reviewers to make changes to labels, remove labels, and add new labels. Approved or rejected labels cannot be edited. Only Pending labels can be edited by reviewers. New labels made by editors are automatically approved, and cannot be changed once they have been saved. Once all labels have been approved the task moves to the Complete stage.
We recommend enabling Strict review on Review blocks when configuring Workflows. Strict review allows reviewers to revert approved labels back to Pending, giving reviewers the option to make changes to new labels drawn while editing labels.
To edit labels in review mode:
  1. Click the Edit labels button.
  1. Add or remove labels, or edit existing labels as necessary using the same interface annotators use to create labels.
  2. Click the Save and return to review button to save your edits and return to review mode.
The Save and return to review button replaces the Save and Cancel buttons used in earlier versions of this feature.
  • There is no way to edit Classifications.
  • Labels created during Edit review are not added to the Review stage and can not be seen in the Label Editor.

Pending Reviews Pane

All labels for review for a particular data asset assigned to the reviewer are automatically loaded into then Pending reviews pane. The labels are grouped by Ontology class.
You can search for specific classes and labels by clicking the Search button (magnifying glass icon) in the header within both the Pending reviews and Completed reviews panes to quickly locate the items you need to review.

Completed Reviews Pane

Completed reviews are displayed in the Completed reviews pane. You can click on specific objects to highlight them. Labels can be selected and then approved or rejected for a given instance or in bulk using the Reject and Approve buttons or the matching hotkeys, b for reject and n for approve. Approved labels appear in a green background and rejected labels appear in red.
You can search for specific classes and labels by clicking the Search button (magnifying glass icon) in the header within both the Pending reviews and Completed reviews panes to quickly locate the items you need to review.

Approve and Reject All In Frame Buttons

The Approve all in frame and Reject all in frame buttons take the named action without having to select a particular instance or set of instances. This speeds up workflows, particularly in images, where you can judge whether all instances are correct or not by looking at an individual frame.
The Approve all in frame and Reject all in frame buttons apply to all instances present in a frame, rather than labels. This means that all instances with labels in the current frame will have all of their labels approved or rejected.
The Approve all in frame and Reject all in frame buttons can be hidden in the general settings.

Reject and Approve Buttons

To reject/approve multiple object instances across frames, select the instances, and then click the Reject or Approve button, as appropriate. Alternately, you may press b for reject and n for approve.

Review Status Color Mode

When Label color mode (review) is set to By review status in the editor settings, labels are recolored to reflect their current review state:
  • Pending — orange
  • Approved — green
  • Rejected — red
Labels that you approve or reject during the current session fade to the opacity level configured by the Reviewed label opacity setting, making it easier to track your progress through a dense set of labels.
By review status color mode and Reviewed label opacity now apply to all 3D label types in point-cloud review tasks, including cuboids, spheres, polylines, and keypoints/points. This brings 3D review workflows to visual parity with 2D review.The opacity fade applies only to filled shapes (cuboids and spheres). Polylines and keypoints/points are recolored by review status but do not fade. For full details on 3D-specific behavior, see the point cloud editor documentation.This color mode is active in both standard workflow review mode and consensus review mode. It has no effect outside a review stage.

Change Review Judgement

Reviewed instances can be reverted to pending. Reverting a review allows reviewers to make adjustments to one or more instances after making their initial review.
  1. Revert labels to pending :
  • Revert an approved task to pending by clicking the green tick icon next to the instance.
  • Revert a rejected task to pending by clicking the red cross icon next to the instance.
  1. Once the reviewer completes their review, they need to click the Approve task or Reject task to finalize the review.

Controls Common To Both Modes

Editor Timeline

The Editor timeline visualizes when objects and instances appear throughout videos, scenes, and audio files. The cursor tracks playback in real time, always reflecting the current frame. The timeline is shown by default and can be resized or hidden by dragging it up or down.

Editor Header

Editor header menu
The Editor header at the top-right of the navigation bar contains buttons and menu items to perform labeling activities as well as manage general app settings and notifications.

Quick Toolbar

Quick toolbar
  • Adjust filters
  • Rotate the asset
  • Pin a new Issue
  • Center the asset
  • Zoom in and out

Actions

The actions bar allows your to search for and access any actions and features within the Label Editor, for both the Annotate and Review modes.

Issues and Comments

A complete walkthrough of all things Issues and Comments related can be found here.
Issues can be added to annotation and review tasks to communicate with other users. All issues contain comment threads relating to the entire task or specific sections of the task. A small notification badge on the Issues icon displays the number of unresolved issues in a task.
Types of Issues:
  • Label rejection: Created when a reviewer rejects labels. The reviewer is prompted to provide a reason for the rejection in the form of a comment. If all instances in a frame or image are rejected, a separate rejection issue is created for each label. Labels with rejection issues display a red Issues icon next to the instance name, which turns green once the issue is resolved.
  • File: Apply to the entire file and can be created at any stage within the Label Editor.
  • Pinned: Apply to a specific part of the file or frame and can be created at any stage within the Label Editor. Red Pin icons indicate unresolved issues and remain red until they are marked as resolved.
  • Frame: Apply to a specific frame and can be created at any stage within the Label Editor. Frame issues can only be created when multiple frames are present; such as in a video, image sequence, or DICOM volume.
  • Frame range: Apply to a range of frames and can be created at any stage within the Label Editor. Frame range issues can only be created when multiple frames are present; such as in a video, image sequence, or DICOM volume. Frame range issues can only be created during label validation.
  • Task requirement: Are created for each object or classification marked Required in the Ontology. The issue is resolved when the required object or classification is applied. Task requirement issues are the only issues visible in a Consensus annotate stage.
  • Each issue card header shows its scope. For annotation issues, the scope displays the exact label name. Selecting the card highlights the associated label; clicking a frame chip navigates to that frame and selects the corresponding issue.
  • Issue threads can be filtered by Resolved and Unresolved issues.
To Create a new Issue:
Issues cannot be created in a Consensus annotate stage.
  1. Open the Issues pane by clicking the Issues icon.
  2. Click the New issue icon (or keyboard shortcut Ctrl+N).
  3. Click the Apply to dropdown to select the type of issue you want to create.
  4. Select any Issue Tags you want to apply to the issue.
  5. Add a comment to the issue.
  6. If you selected ‘Pin on canvas’ in Step 3, click the desired location on the canvas.
  7. Click Create issue.
To Resolve an Issue:
  1. Open the Issues pane by clicking the Issues icon.
  2. Click the tick to mark a thread as resolved.
Resolved issues remain visible but can be filtered out. All users can resolve issues.
To Delete an Issue Thread:
Deleted threads are NOT counted in the Issues analytics.
  1. Open the Issues pane by clicking the Issues icon.
  2. Click the Ellipsis icon to show more options.
  3. Click Delete thread.
Users can only delete issues that they created. Label rejections cannot be deleted, only resolved.
To Reopen an Issue Thread:
  1. Open the Issues pane by clicking the Issues icon.
  2. Click Reopen on an issue that was previously resolved.
Use Cases:
  • Ask questions: Annotators and reviewers can ask questions about the task. Admins can use this feedback to improve guidance.
  • Explain task rejection: Reviewers can provide reasons for rejection, helping annotators avoid repeating mistakes.
  • Track unresolved issues: Keep a record of open discussions that need follow-up before finalizing annotations.

Editor Lock

The ‘Editor lock’ is a safety feature we implemented to prevent several people making changes to the same file - annotators labeling, or reviewers reviewing the same data unit. A warning is triggered in two cases:
  1. When you have the same task open in two different tabs or browser windows:
  1. When a different user is editing the same task: