Introduction to Labeling Tools
You can use labeling tools to label the images and hence provide data for deep learning training.
Please create labels of corresponding classes according to the needs of the current project before using labeling tools. |
Polygon Tool
The Polygon Tool can draw polygon labels with more vertices, which is suitable for objects of complex shapes.
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Click (or press P on the keyboard).
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Click the first position (vertex) in the selection region, then click the second one, third one, etc., to draw the labels, and right-click to finish. (At least three vertices are required.)
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If multiple label classes are created, colors corresponding to different label classes should be selected.
After labeling, use the Select Tool to select a label and adjust the label by the following methods.
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Click the label edges to increase the number of vertices.
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Right-click a vertex to delete it.
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Long press the left mouse button and drag the vertex in any direction to modify the label shape.
Ellipse Tool
Use more vertices to make elliptical selections. This tool is suitable for elliptical objects.
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Right-click and then click (or press L on the keyboard).
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Click the first position (vertex) in the selection region, and then continue clicking. An elliptical label should have at least six vertices.
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If multiple label classes are created, colors corresponding to different label classes should be selected.
After labeling, use the Select Tool to select the label and then long press the left mouse button to drag the vertex in any direction and thus modify the label shape.
Rectangle Tool
The Rectangle Tool can be used to draw rectangular labels, which is suitable for rectangular objects.
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Right-click and then click (or press R on the keyboard).
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Long press the left mouse button in the selection region, move it in any direction, and then release the left mouse button to finish the rectangular selection.
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If multiple label classes are created, colors corresponding to different label classes should be selected.
Smart Labeling Tool
The Smart Labeling Tool can be used to automatically select the objects in the image.
When multiple objects in an image have large color differences and are scattered, you can use the Smart Labeling Tool to conveniently label the objects in the image.
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Click (or press M on the keyboard).
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Move the cursor in the selection region and then click the object to be labeled.
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If the selection cannot completely cover the object, click the uncovered part to expand the selection area.
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If the selection covers the areas outside the object, right-click these areas to reduce the selection area.
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Click Apply in the upper-left corner of the selection region.
You can use the Select Tool to fine-tune the labeled contour by the following steps:
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Use the Select Tool to select the label to be adjusted.
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Adjust the contour in one of the following three ways according to actual situation. Please ensure that the selected area closely aligns with the object contour.
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Place the mouse cursor on a vertex of the contour. When the cursor turns into , long-press the left mouse button and drag the vertex to adjust the contour.
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Place the mouse cursor on a vertex of the contour. When the cursor turns into , click the right mouse button to delete the vertex.
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Place the mouse cursor on the contour. When the cursor turns into , click the left mouse button to add a vertex.
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When the objects differ greatly in colors and have clear contours, it is recommended that you label multiple objects at a time and click Apply. If the objects are not obviously distinct, it is recommended to label one at a time. |
Currently, the Smart Labeling Tool can work in two modes, and it will automatically switch between them according to the actual situation. Users do not need to manually select a mode.
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Standard mode (GPU): In this mode, the Smart Labeling Tool has robust labeling capabilities. This tool will automatically switch to the standard mode if the running device has a GPU, with available GPU memory of at least 2.5 GB, and there is no project undergoing training or validation.
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Lite mode (CPU): In this mode, the Smart Labeling Tool has basic labeling capabilities. This tool will automatically switch to the lite mode if the running device has no GPU, or the available GPU memory is less than 2.5 GB, or there is a project undergoing training or validation.
Pre-labeling Tool
After you validate a model, you can use the Pre-labeling Tool to automatically label a single image.
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In the labeling toolbar, right-click , then click (or press T on the keyboard) to select the Pre-labeling Tool.
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In the upper part of the image, click Start labeling to enable the automatic labeling.
After the labeling process is finished, you can view a yellow triangle in the upper left corner of the sequence number of the image. |
Template Tool
You can use the Template Tool to set an existing selection as a template. After setting, you can use this template to rapidly label contours and objects with the same pose.
It is suitable for scenarios where there are multiple neatly arranged objects of the same type in an image, which can improve labeling efficiency.
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Click (or press C on the keyboard).
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Click the region that needs to be set as the template.
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Move the template to the object that you need to select, adjust the angle of the template to make it fit the object, and then click it.
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Coarse adjustment: Press and hold the Shift key and then scroll the mouse wheel.
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Fine adjustment: Adjust the Rotation angle parameter.
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During labeling, press and hold the Ctrl key and click the selection to switch the template. You can also click Replace template and then click the selection to achieve the same purpose. |