How to annotate the ground truth for image segmentation?
I'm trying to train a CNN model that perform image segmentation, but I'm confused how to create the ground truth if I have several image samples?
Image segmentation can classify each pixel in input image to a pre-defined class, such as cars, buildings, people, or any else.
Is there any tools or some good idea to create the ground truth for image segmentation?
Thanks!
For semantic segmentation every pixel of an image should be labeled. There are three following ways to address the task:
Vector based - polygons, polylines
Pixel based - brush, eraser
AI-powered tools
In Supervisely, tools to perform 1,2,3 are available.
Below are two videos that compare polygon vs AI-powered tools: cars segmentation and food segmentation.
More details about annotation features of Supervisely can be found here.
- How can I annotate my Django queryset with a count of related objects
- Requesting more information about @inline from the compiler?
- What' the purpose of @Named annotation
- configure java compiler so that it gives an error on missing annotations
- Difference between @Before, @BeforeClass, @BeforeEach and @BeforeAll
- Hibernate validation annotation - validate that at least one field is not null
- How to create an instance of an annotation
- Annotations from javax.validation.constraints not working
- Annotation error while trying to upload image using symfony 4.4
- How to Provide Runtime Parameters to a Custom Annotation's Interceptor in a Jakarta EE Project?
- How do I configure Symfony Validator to ignore @OA annotations?
- Spring @Value default value for String[]
- Handling null, even if annotations are used
- Spring: define @RequestMapping value in a properties file
- Symfony 3 - replace string after render view (annotation)
- Symfony 4 Custom annotation problem @ORM\Entity does not exist
- How to annotate bone level on dental X-rays
- Function Type Annotations
- Django annotation returns 1 for each item
- How to add the total count on top of Bar graph
- Class referred in Annotation cannot be found
- [HV000030: No validator could be found for constraint 'javax.validation.constraints.NotEmpty' validating type 'java.lang.String'
- What does TypeKind.UNION represent in Java?
- Dereference of a possibly null reference when using Extension Methods with Annotation
- How to allow an annotation on a method annotated by other specific annotation?
- AttributeError: 'str' object has no attribute 'values'
- annotationProcessors multi module project Java
- Setting a JPA timestamp column to be generated by the database?
- how to add text annotations to text notes in a react nextjs 14 (app router) app
- Spring aspect call on custom annotation on interface method