4.0 KiB
| title | linkTitle | weight | description |
|---|---|---|---|
| Quality control | Quality control | 21 | Overview of quality control features |
CVAT has the following features for automated quality control of annotations:
- Validation set configuration for a task
- Job validation on job finish ({{< ilink "/docs/enterprise/immediate-feedback" "Immediate feedback" >}})
- Review mode for problems found
- Quality analytics
In this section, we highlight only the key steps in quality estimation. Consult the detailed guide on quality estimation in CVAT in the {{< ilink "/docs/manual/advanced/analytics-and-monitoring/auto-qa" "Advanced section" >}}.
How to enable quality control
{{< tabpane text=true >}}
{{%tab header="In a new task" %}}
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Go to task creation
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Select the source media, configure other task parameters
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Scroll down to the Quality Control section
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Select one of the {{< ilink "/docs/manual/advanced/analytics-and-monitoring/auto-qa#validation-modes" "validation modes" >}} available
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Create the task
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Upload or create Ground Truth annotations in the Ground Truth job in the task
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Switch the Ground Truth job into the
acceptancestage andcompletedstate
{{% /tab %}}
{{%tab header="In an existing task" %}}
{{% alert title="Note" color="primary" %}} For already existing tasks only the Ground Truth validation mode is available. If you want to use Honeypots for your task, you will need to recreate the task. {{% /alert %}}
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Open the task page
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Select the
+button next to the job list -
Select Job Type Ground truth and configure the job parameters
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Upload or create Ground Truth annotations in the Ground Truth job in the task
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Switch the Ground Truth job into the
acceptancestage andcompletedstate
{{% /tab %}}
{{< /tabpane >}}
How to enable immediate job feedback
{{% alert title="Note" color="primary" %}} This feature requires a configured validation set in the task. Learn more in How to enable quality control and in the {{< ilink "/docs/manual/advanced/analytics-and-monitoring/auto-qa#configuring-quality-estimation" "full guide" >}}. {{% /alert %}}
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Open the task Actions menu > Quality control > Settings
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Set Max validations per job to above zero. 3 is a good starting number
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Save the updated settings
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Assign an annotator to an annotation job
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Annotate the job
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Mark the job finished using the corresponding button in the menu
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Once the job is completed, you'll see the job validation dialog
Each assignee gets no more than the specified number of validation attempts.
Learn more about this functionality in the {{< ilink "/docs/enterprise/immediate-feedback" "Immediate Feedback" >}} section.
How to check task quality metrics
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Open the task Actions menu > Quality control
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(Optional) Request quality metrics computation, and wait for completion
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Review summaries or detailed reports
Learn more about this functionality {{< ilink "/docs/manual/advanced/analytics-and-monitoring/auto-qa#quality-analytics" "here" >}}.
How to review problems found
- Open the task Actions menu > Quality control
- Find an annotation job to be reviewed, it must have at least 1 validation frame
- Select the job link
- Switch to the Review mode
- Enable display of Ground Truth annotations and conflicts
Learn more about this functionality {{< ilink "/docs/manual/advanced/analytics-and-monitoring/auto-qa#reviewing-gt-conflicts" "here" >}}.






