A New Multinetwork Mean Distillation Loss Function for Open-World Domain Incremental Object Detection

Table 10

Experiment (e): 15-5.

Methods	Aero	Cycle	Bird	Boat	Bottle	Bus	Car	Cat	Chair	Cow	Table	Dog	Horse	Bike	Person	T0	Plant	Sheep	Sofa	Train	tv	mAp
1–20	79	81.4	73.8	54.2	61	79.1	90.7	78.6	53.6	81.5	64.1	77.8	80.9	77.4	82.7	—	47.3	68.1	68	77.1	72.2	72.4
1–15	71.5	76.1	67.5	46.7	56.6	69.4	84.4	74.4	50.3	74.5	53.8	69.2	77.5	73.2	78.3	68.2	—	—	—	—	—	68.2
Shmelkov et al.	70.5	79.2	68.8	59.1	53.2	75.4	79.4	78.8	46.6	59.4	59.0	75.8	71.8	78.6	69.6	68.3	33.7	61.5	63.1	71.7	62.2	65.9
Faster ILOD	66.5	78.1	71.8	54.6	61.4	68.4	82.6	82.7	52.1	74.3	63.1	78.6	80.5	78.4	80.4	71.6	36.7	61.7	59.3	67.9	59.1	67.9
iOD	66.2	73.4	60.0	47.5	46.5	73.0	78.2	71.6	46.0	72.3	55.0	69.4	75.6	73.0	74.6	65.5	42.5	50.1	59.7	65.2	66.6	63.3
Ours	73.4	75.4	60.8	46.2	49.7	71.1	78.3	74.2	46.6	69.8	59.2	72.5	76.9	73.7	74.9	66.9	41.4	50.8	61.8	69.3	64.2	64.5