The Label Review Grid Overview and what you can do with it.
Largo allows you to view annotations with the same label in a regular grid. The annotations can belong to a single volume or an entire project. You can quickly select annotations to change their labels, attach new labels or delete them.
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There are two ways to run Largo. To review annotations of an entire project, click on the button in the project overview. To review annotations of a volume, click on the button in the sidebar of the volume overview. Project guests are not allowed to use Largo.
The initial view of Largo shows a sidebar with all available label trees of the project or volume. When you select one of the labels, all annotations to which this label is attached will be shown in the grid. You can navigate the grid in the same way than the thumbnail grid of the volume overview.
When you hover your cursor over an annotation you can see the button in the upper right corner. A click on this button will open the image or video annotation tool in a new window and focus on this annotation. Use this to review an annotation with its surroundings if you are uncertain what it may be.
Also displayed on hover is the big symbol. This symbol indicates the "dismissal" of an annotation. Click on an annotation in the grid to mark it as dismissed. You can dismiss annotations belonging to different labels, too. Once there are dismissed annotations, the button in the sidebar becomes clickable. Click this button when you are finished marking annotations as dismissed to continue to the next step.
The second step in Largo is the relabel step. In this step all annotations that were previously marked as dismissed are displayed in the grid, no matter what their original label was. If you now hover over an annotation in the grid, the big symbol appears. This symbol indicates a relabeled annotation. To relabel an annotation, select a label from the label trees in the sidebar and then click on an annotation in the grid.
You can go to the first step at any time. Your relabeled annotations will not be forgotten. When you are finished relabeling the annotations, click in the sidebar. When a Largo session is saved, one of three things can happen for each annotation:
Project experts and admins can choose to enable the "Force delete/relabel" switch. If a Largo session is saved with this switch enabled, the behavior described above changes as follows:
When the Largo session has been saved, Largo is reset and you can start a new session.
Largo offers some features that go beyond the basic usage. Depending on the use case (see below), these features can help to accelerate the annotation review process.
By default, the annotation patches displayed by Largo are displayed with the newest annotations at the top and the oldest at the bottom. You can change the sorting with a click on the sorting tab () of the sidebar. Each sorting can be shown in descending () or ascending () order. The following sorting options are available:
Created: Sorts the annotation patches by timestamp. In descending order, the newest annotations are shown first. In ascending order, the oldest annotations are shown first.
Outliers: Sort the annotation patches by unusual objects. In descending order, the annotation patches are shown first that look most "unusual" compared to all the other patches that are currently shown. In ascending order, the most "common" patches are shown first.
Sorting by unusual annotation patches can help you to quickly identify errors. If most of the patches show objects with a similar visual appearance, those patches that show different objects will be shown at the top and you can quickly select them.
Similarity: Sort the annotation patches by similarity to a reference annotation. When this sorting method is selected, you have to select a reference annotation by clicking on the button of an annotation patch next. Once the reference annotation is selected, the patches are sorted. In descending order, the annotations looking most similar to the reference annotation are shown first.
The selected reference annotation will be pinned to the top left of the grid of annotation patches. You can select a new reference annotation by clicking on its button. If you select a different label while similarity sorting is active, the sorting method will be reset, as the reference annotation is no longer available.
Some features of Largo can be configured in the settings tab () of the sidebar.
Now that you know how to use Largo, here are some use cases for what you can do.
The annotations displayed in a grid make it very easy to spot errors like in the example above. Use Largo to review the annotations and dismiss all annotations that have the wrong label. In the relabel step, assign the correct labels or delete annotations that make no sense at all by not assigning them a new label.
BIIGLE allows users to attach multiple labels to a single annotation. This way users can confirm labels of other users or suggest a different label. In Largo you can display, "dismiss" and relabel all annotations where you want to confirm or suggest a different label. Don't worry if you forgot to relabel an annotation. If the label attached to the annotation was not created by you, it won't be deleted. Take care not to enable the "Force delete/relabel" switch in this case.
The first step of a two step annotation process is to find objects of interest in the images or videos you annotate. You don't care what kinds of objects you see but just mark all with the same label (maybe "Interesting"). In the second step you sort these interesting objects into their specific label categories. For this step you can use Largo. Select the "Interesting" label and all of your annotations will be displayed. Now you pick one label (e.g. "Starfish") and dismiss all starfishes that you see. Use the sort by similarity feature described above for extra speed! In the relabel step, you simply relabel all dismissed annotations as starfish and save. Then continue with the next label.
You can perform the two step annotation process with multiple users, too. One user is responsible of finding objects of interest in the images or videos. The other user (e.g. an expert) then assigns specific labels to the annotations using Largo. With the "Force delete/relabel" switch enabled, the expert can replace the generic "Interesting" labels with the specific ones.
The dismiss step of Largo can serve as an annotation reference. Annotators can check existing annotations of specific labels if they are unsure which label to use for a new annotation. Note that this can be done in the annotation catalog of a label tree, too, but Largo displays only project- or volume-specific annotations.