Conceptual Cognitive Modeling for Fine-Grained Annotation Quality Assessment of Object Detection Datasets

Table 1

Results of other quality dimensions for an image.

Annotation quality dimension	Value
Completeness of bounding box’s quantity	1
Completeness of bounding box’s size	0.64
Accuracy of bounding box	0.67
Consistency of bounding box	1
Completeness of bounding box’s label	1
Flat precision/recall of label	–/0.5
Hierarchical precision/recall of label	0.69/0.79
Flat precision/recall of hatchback	0.25/1
Hierarchical precision/recall of hatchback	0.42/0.83
Consistency of label	0.84