All reviewers recommend accept (one indicated it only in the discussion but did not update their score). The reviewers appreciate the author response and value the paper for its contributions including - the problem addressed - the idea and method to split context and objects - the extensive evaluation I agree with this evaluation and accept, however, I expect the authors to include the clarifications and improvements suggested by the reviewers and made in the author response. I also encourage the authors to include the results on nocaps as suggested by R4.