Vision-Based Multiscale Construction Object Detection under Limited Supervision

Table 3

Evaluation results of SS-MCOD on two validation datasets with pretraining.

Validation dataset	Case	mAP
Dataset I	Case 1	22.2	35.9	24.2	30.2	14.9	4.3	34.2
	Case 2	33.3	52.2	35.2	44.9	21.0	8.6	46.3
	Case 3	39.7	59.6	43.6	52.5	27.1	8.2	51.5
	Case 4	46.1	68.1	50.8	58.2	33.2	14.9	59.1
Dataset II	Case 1	51.0	77.6	57.8	53.7	24.8	0.1	62.8
	Case 2	56.2	81.0	64.9	59.1	25.1	0.2	66.7
	Case 3	59.1	83.8	68.5	61.8	30.1	0.8	69.5
	Case 4	59.8	84.8	68.7	62.4	31.7	2.4	70.9