Figure 30: Question template pool and Answer template pool for counting task in 2D vision.
3D Object Classification Question Pool
1.How would you describe the point cloud in terms of its scenario?2.What is the best scenario label for this point cloud based on the model's output?3.What are some other possible scenarios that could explain this point cloud?4.What scenario does this point cloud belong to according to the model's prediction?5.What is the most accurate point cloud scenario label for this point cloud based on its features, context, and meaning?6.Can you suggest any other scenario labels that could be applied to this point cloud based on its features and meaning?7.According to the point cloud's attributes, what scenario label would you assign to it?8.Based on the object's characteristics and the context of the point cloud, what point cloud scenario label would you assign to it?9.What scenario label do you think best represents the object in this point cloud based on its features and objects?10.Can you suggest any alternate scenario labels for this point cloud based on its content and features?11.What is the most suitable scenario label for this point cloud based on its shape, size, and context?12.According to the model's classification, what is the scenario label assigned to this point cloud?13.Based on the point cloud's visual cues, what scenario label do you think is the most appropriate?14.Can you provide any additional scenario labels that could be applied to this point cloud based on its context and features?15.What scenario label would you assign to this point cloud based on the object's function or purpose?
3D Object Classification Answer Pool
1. After conducting thorough analysis, it is evident that the point cloud in this scenario can be classified as {C}.2. By carefully examining the data, it becomes clear that {C} is the most appropriate classification for this point cloud scenario.3. Taking into account all the details, it can be determined that the point cloud falls under the scenario of {C}.4. The analysis of this point cloud leads to the conclusion that it corresponds to the scenario of {C}.5. Based on a comprehensive assessment, it is evident that the point cloud can be accurately categorized as a scenario of {C}.6. This particular point cloud exhibits characteristics that align with the scenario of {C} upon closer examination.7. Considering the available information, it can be confidently stated that this point cloud conforms to the scenario of {C}.8. The features present in this point cloud indicate that it can be classified as a scenario of {C}.9. Upon careful scrutiny, it is apparent that the point cloud fits the description of {C} scenario.10. Analyzing the data within this point cloud leads to the identification of {C} as the most suitable scenario.11. The observed attributes of the point cloud confirm that it corresponds to the scenario of {C}.12. Taking into account the available evidence, it is evident that this point cloud scenario can be characterized as {C}.13. Through meticulous analysis, it becomes evident that the point cloud aligns with the characteristics of {C} scenario.14. By thoroughly examining the point cloud, it becomes clear that the scenario it represents can be labeled as {C}.15. The properties and structure of this point cloud provide strong evidence that it corresponds to the scenario of {C}.