Add quality modes and management docs

site/content/en/docs/enterprise/immediate-feedback.md

@@ -10,11 +10,10 @@ The annotator can either agree or disagree with the feedback.
 If they disagree, they have the option to re-annotate the job and request feedback again.
 However, feedback is only available a limited number of times, as specified in the task's quality settings.
 
-To ensure transparency with the annotator, the immediate feedback shows the collected score and 
+To ensure transparency with the annotator, the immediate feedback shows the collected score and
 the minimum required score.
-Immediate feedback settings, such as `Target metric`, `Target metric threshold`, 
+Immediate feedback settings, such as `Target metric`, `Target metric threshold`,
 `Max validations per job` and others, can be configured on the quality settings page:
-<!--- TODO: Update quality page documentation and refer from this section -->
 
 <img src="/images/immediate-feedback-quality-settings.png" style="max-width: 600px;">
 
@@ -40,11 +39,11 @@ In this case annotators do not see any feedback dialogs.
 > The number of attempts resets when the job assignee is updated.
 
 Requirements:
-1. The task is configured with a Ground Truth job that has been annotated, 
+1. The task is configured with a Ground Truth job that has been annotated,
 moved to the acceptance stage, and is in the completed state.
 2. The current job is in the annotation stage.
 3. The current job is a regular annotation job. Immediate feedback is not available for Ground Truth jobs
-4. The `Max validations per job` setting has been configured on the quality settings page. 
+4. The `Max validations per job` setting has been configured on the quality settings page.
 
 
 

site/content/en/docs/manual/basics/quality-control.md

@@ -0,0 +1,86 @@
+---
+title: 'Quality control'
+linkTitle: 'Quality control'
+weight: 21
+description: 'Overview of quality control features'
+---
+
+CVAT has the following features for automated quality control of annotations:
+- [Validation set configuration for a task](#how-to-enable-quality-control-for-a-new-task)
+- Job validation on job finish ("{{< ilink "/docs/enterprise/immediate-feedback" "Immediate feedback" >}}")
+- [Review mode for problems found](#how-to-review-problems-found)
+- [Quality analytics](#how-to-check-task-quality-metrics)
+
+In this section we only highlight the key steps in quality estimation.
+Read 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 for a new task
+
+1. Go to task creation
+2. Select the source media, configure other task parameters
+3. Scroll down to the **Quality Control** section
+4. Select one of the
+{{< ilink "/docs/manual/advanced/analytics-and-monitoring/auto-qa#validation-modes" "validation modes" >}} available
+
+  ![Create task with validation mode](/images/honeypot09.jpg)
+
+5. Create the task
+6. Upload or create Ground Truth annotations in the Ground Truth job in the task
+7. Switch the Ground Truth job into the `acceptance` stage and `completed` state
+
+  ![Set job status](/images/honeypot10.jpg)
+
+## How to enable quality control for an already existing task
+
+> 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.
+
+1. Open the task page
+2. Click the "+" button next to the job list
+
+  ![Create job](/images/honeypot01.jpg)
+
+3. Select Job Type **Ground truth** and configure the job parameters
+
+  ![Configure job parameters](/images/honeypot02.jpg)
+
+4. Upload or create Ground Truth annotations in the Ground Truth job in the task
+5. Switch the Ground Truth job into the `acceptance`stage and `completed` state
+
+  ![Set job status](/images/honeypot10.jpg)
+
+## How to enable immediate job feedback
+
+1. Open the task **Actions** menu > **Quality control** > **Settings**
+2. Set **Max validations per job** to above zero. 3 is a good starting number.
+
+  ![Configure job validations](/images/immediate-feedback-settings-validations.jpg)
+
+3. Save the updated settings
+4. Assign an annotator to an annotation job
+5. Annotate the job
+6. Mark the job finished using the corresponding button in the menu
+7. Once the job is completed, you'll see the job validation dialog
+
+  ![Job validation successful](/images/immediate-feedback-accept.png)
+
+Each assignee gets no more than the specified number of validation attempts.
+
+## How to check task quality metrics
+
+1. Open the task **Actions** menu > **Quality control**
+2. (optional) Request quality metrics computation, wait for completion
+3. Review summaries or detailed reports
+
+  ![Quality Analytics page](/images/honeypot05.jpg)
+
+## How to review problems found
+
+1. Open the task **Actions** menu > **Quality control**
+2. Find an annotation job to be reviewed, it must have at least 1 validation frame
+3. Click the job link
+4. Switch to the **Review** mode
+5. Enable display of Ground Truth annotations and conflicts
+
+  ![GT conflict](/images/honeypot06.gif)