| from metrics.base import SceneGraphMetric | |
| from utils.prompts import build_object_precision_prompt | |
| from utils.gpt import query_yes_no | |
| class ObjectPrecisionMetric(SceneGraphMetric): | |
| def __init__(self): | |
| super().__init__("object_precision") | |
| def evaluate(self, gt_data, pred_data, api_key): | |
| gt_objects = [obj["label"] for obj in gt_data] | |
| pred_objects = [obj["object"] for obj in pred_data] | |
| results = [] | |
| for pred_obj in pred_objects: | |
| prompt = build_object_precision_prompt(pred_obj, gt_objects) | |
| result = query_yes_no(prompt, api_key) | |
| results.append(result) | |
| return sum(results) / len(results) if results else 0.0 |