Research questionHow can zero-shot 6D pose front-ends detect partially visible objects while rejecting similar distractors?A pose pipeline can fail before pose estimation when its front-end misses partly visible objects or confuses them with semantically similar ones. The challenge is balancing high-recall proposals with sufficiently selective object scoring.