Novel Discrete Compactness-Based Training for Vector Quantization Networks: Enhancing Automatic Brain Tissue Classification

Table 11

Brain tissues collected in each class of network topology 𝜏^DC₂ for brain slice 90 (second set).

Class	Tissue 0	Tissue 1	Tissue 2	Tissue 3	Tissue 4	Tissue 5	Tissue 6	Tissue 7	Tissue 8	Tissue 9	Winner tissue
0	0	0	0	0	0	0	0	0	0	0	None
1	32,874	0	0	0	0	0	0	0	0	0	0
2	0	0	0	0	6	0	0	0	0	0	4
3	0	9,045	721	0	0	1,244	4,691	22	144	9	1
4	0	0	0	13,928	599	8	0	0	0	576	3
5	7,907	7	0	0	0	0	27	3,610	0	0	0
6	0	0	0	0	0	0	0	0	0	0	None
7	0	0	0	0	0	0	0	0	0	0	None
8	0	0	3,753	23,527	142	429	2	0	119	2,882	3
9	0	0	0	0	34	0	0	0	0	0	4
10	0	1,371	22,939	465	7	6,979	533	0	749	1,003	2
11	0	0	0	0	0	0	0	0	0	0	None
12	0	0	0	0	0	0	0	0	0	0	None
13	0	0	0	0	0	0	0	0	0	0	None
14	0	0	0	0	0	0	0	0	0	0	None
15	1,319	1,253	7	0	0	24	5,263	5,100	0	0	6
16	0	0	0	0	0	0	0	0	0	0	None
17	0	0	0	0	0	0	0	0	0	0	None
18	0	0	0	0	119	0	0	0	0	10	4
19	0	0	0	0	381	0	0	0	0	112	4