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

Table 4

Ablation comparison experiments in incremental learning stages (%).

Experiments	Aero	Cycle	Bird	Boat	Bottle	Bus	Car	Cat	Chair	Cow	T0
1	0.00	9.09	0.00	0.00	9.09	0.00	9.09	9.09	9.09	0.00	4.55
2	9.09	9.09	0.00	3.22	9.09	0.62	9.09	8.08	9.09	9.09	6.65
3	9.09	9.09	6.06	4.06	9.09	0.00	9.09	9.09	9.09	9.09	7.38
4	9.09	9.09	9.09	0.00	9.09	0.00	9.09	9.09	9.09	9.09	7.27
Experiments	Table	Dog	Horse	Bike	Person	Plant	Sheep	Sofa	Train	tv	T1	All
1	60.21	71.85	80.81	76.25	84.69	50.05	74.70	71.60	69.25	65.29	70.47	37.51
2	62.81	72.58	82.15	76.29	86.56	49.86	76.61	73.63	69.78	69.79	72.01	39.33
3	60.54	70.09	81.95	75.94	85.81	49.29	75.92	72.39	70.69	68.91	71.15	39.26
4	61.22	71.56	82.40	77.38	86.20	51.47	75.59	74.43	72.40	70.03	72.27	39.77