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  1. README.md +11 -4
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@@ -165,12 +165,19 @@ test_split = ds["test"] # 212 images — evaluation query set
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  # bbox : list of [x_min, y_min, width, height] (COCO format, float32)
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  # category : list of int (ClassLabel index; decode with int2str)
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  # Decode category indices to class name strings
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- label_feature = ds["example"].features["objects"].feature["category"]
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- label_feature.int2str(3) # → "Red Blood Cells"
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- row = example_split[0]
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- names = [label_feature.int2str(i) for i in row["objects"]["category"]]
 
 
 
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  ```
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  > **Note on bbox format:** The Parquet files store bboxes in COCO format `[x_min, y_min, width, height]` as float32. `category` is stored as a `ClassLabel` integer index — use `int2str()` to get the string name. The raw `annotation.jsonl` files use `[[x_min, y_min], [x_max, y_max]]` (top-left / bottom-right pixel coordinates) — see [Annotation Format](#annotation-format).
 
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  # bbox : list of [x_min, y_min, width, height] (COCO format, float32)
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  # category : list of int (ClassLabel index; decode with int2str)
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+ row = test_split[0]
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+
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+ # Image (PIL.Image)
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+ image = row["image"]
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+
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  # Decode category indices to class name strings
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+ label_feature = ds["test"].features["objects"].feature["category"]
 
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+ # Iterate over bounding boxes with labels
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+ for bbox, category_idx in zip(row["objects"]["bbox"], row["objects"]["category"]):
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+ x_min, y_min, width, height = bbox # COCO format (float32)
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+ label = label_feature.int2str(category_idx)
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+ print(f"{label}: [{x_min:.1f}, {y_min:.1f}, {width:.1f}, {height:.1f}]")
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  ```
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  > **Note on bbox format:** The Parquet files store bboxes in COCO format `[x_min, y_min, width, height]` as float32. `category` is stored as a `ClassLabel` integer index — use `int2str()` to get the string name. The raw `annotation.jsonl` files use `[[x_min, y_min], [x_max, y_max]]` (top-left / bottom-right pixel coordinates) — see [Annotation Format](#annotation-format).