Now it is possible with Intellij IDEA 2018.1, take a look at this answer for details (including screenshot).
Also, you can see Build Support with Maven in JUnit official documentation for a proper configuration of maven-surefire-plugin
. The section Filtering by Tags can be especially useful to filter tests by tags.
Example (excluding all tests with the "integration" tag):
...
<build>
<plugins>
...
<plugin>
<artifactId>maven-surefire-plugin</artifactId>
<version>2.21.0</version>
<configuration>
<properties>
<excludeTags>integration</excludeTags>
</properties>
</configuration>
<dependencies>
<dependency>
<groupId>org.junit.platform</groupId>
<artifactId>junit-platform-surefire-provider</artifactId>
<version>1.2.0</version>
</dependency>
...
</dependencies>
</plugin>
</plugins>
</build>
...