Is there any Spring Annotation to Set Default value for a Field (Mongo)?

No need for spring annotations, this should do the trick:

     import org.springframework.data.mongodb.core.mapping.Document;
     import org.springframework.data.mongodb.core.mapping.Field;


    @Document
    public class Doc {

    @Field
    private String field = "CustomDefaultValue"; 

    }