Attractive & Repulsive Trainig
Code implementation for the following article:
Attractive and Repulsive Training to Address Inter-Task Forgetting Issues in Continual Learning, Hong-Jun Choi and Dong-Wan Choi, Neurocomputing, 2022
- pytorch, python : pytorch 1.7, python 3.8
- For experimental result : run main.py file
- For visualization : run figure_cifar10.ipynb and figure_cifar100.ipynb
Detailed Experimental Results
1.1 CIFAR 100 / 5 incrmental task
|
20 |
40 |
60 |
80 |
100 |
Average |
r+kd |
88.4 |
74.125 |
61.4 |
52.1375 |
43.24 |
63.86 |
icarl |
88.35 |
74.1 |
60.85 |
51.4125 |
44.16 |
63.77 |
eeil |
88.4 |
76.275 |
66.3333 |
58.8375 |
51.88 |
68.35 |
bic |
88.4 |
77.625 |
68.2667 |
61.6375 |
53.22 |
69.83 |
ART+bic |
88.4 |
77.25 |
68.15 |
60.6625 |
54.25 |
69.74 |
wa |
89.85 |
78.125 |
68.9667 |
60.7375 |
53.23 |
70.18 |
Art+wa |
89.85 |
78.425 |
68.6833 |
61.35 |
54.41 |
70.54 |
CTL+wa |
89.85 |
71.2 |
62.3 |
52.6875 |
46.11 |
64.43 |
1.2 CIFAR 100 / 10 incremental task
|
10 |
20 |
30 |
40 |
50 |
60 |
70 |
80 |
90 |
100 |
Average |
r+kd |
91.3 |
85.25 |
75.2 |
66.675 |
58.3 |
54.55 |
49.4429 |
45.1125 |
40.1222 |
38.32 |
57.00 |
icarl |
91.8 |
85.95 |
75.5 |
67.475 |
59.16 |
55.25 |
50.6857 |
44.7875 |
41.3333 |
38.24 |
57.60 |
eeil |
91.3 |
86.25 |
78.1667 |
71.75 |
63.84 |
60.1667 |
56.1429 |
51.55 |
47.7667 |
45.36 |
62.33 |
bic |
91.3 |
85.75 |
79.0333 |
71.35 |
63.9 |
59.65 |
54.1714 |
49.7125 |
46.6556 |
44.08 |
61.59 |
ART+bic |
91.3 |
85.6 |
79.6667 |
72 |
64.44 |
61.35 |
56.5286 |
52.8875 |
48.2222 |
45.91 |
62.96 |
wa |
92.5 |
85.8 |
79.2333 |
72.925 |
65.66 |
61.4 |
57.2714 |
53.8375 |
50.7889 |
48.27 |
63.91 |
Art+wa |
92.5 |
87.5 |
80.7 |
75.2 |
67.82 |
63.8667 |
59.9 |
56.3 |
52.1667 |
48.77 |
65.80 |
CTL+wa |
92.5 |
85.05 |
73.9333 |
68.4 |
60.56 |
54.3333 |
50.1286 |
44.325 |
40.4667 |
36.4 |
57.07 |
1.3 CIFAR 100 / 20 incremental task
|
5 |
10 |
15 |
20 |
25 |
30 |
35 |
40 |
45 |
50 |
55 |
60 |
65 |
70 |
75 |
80 |
85 |
90 |
95 |
100 |
Average |
r+kd |
92 |
89.7 |
85.0667 |
80.7 |
76.2 |
70.7333 |
66.8286 |
60.675 |
55.6222 |
52.42 |
50.5091 |
49.7167 |
46.1077 |
45.6 |
43.1067 |
40.7375 |
39.1882 |
35.3889 |
34.2105 |
34.43 |
57.44705 |
icarl |
90.8 |
87.7 |
84.8 |
80.55 |
74.6 |
69.8667 |
66.6 |
61.175 |
56.5333 |
53.36 |
52.4 |
49.7167 |
45.6 |
45.8857 |
44.2133 |
40.8875 |
39.3765 |
35.8111 |
34.3053 |
34.48 |
57.43305 |
eeil |
92 |
89.5 |
86.4667 |
82.8 |
77 |
73 |
70.5429 |
65.025 |
60.5778 |
56.18 |
54.3091 |
52.3167 |
49.0923 |
48.9429 |
47.68 |
43.9 |
42.3529 |
39.5667 |
37.2737 |
36.79 |
60.26583 |
bic |
92 |
87.8 |
84.3333 |
81.6 |
76.76 |
71.0667 |
68.2 |
63.8 |
59.2222 |
55.08 |
52.7455 |
50.9333 |
48.6462 |
47.0429 |
43.96 |
40.5875 |
38.2824 |
36.9778 |
34.6316 |
33.27 |
58.34696 |
ART+bic |
92 |
87.8 |
85.8667 |
83.45 |
79.48 |
73.2333 |
69.6571 |
67.525 |
62.2444 |
57.52 |
56.0545 |
53.45 |
50.4 |
49.1 |
46.84 |
44.6375 |
42.7882 |
41.2889 |
38.4105 |
38.03 |
60.98881 |
wa |
92 |
89.7 |
86.3333 |
82.35 |
78.16 |
74.4 |
71.3714 |
67.7 |
63.3556 |
60.16 |
59.2 |
56.55 |
54.1385 |
52.9 |
50.96 |
49.425 |
47.3765 |
45.1333 |
43.1579 |
42.31 |
63.33407 |
Art+wa |
92 |
90.6 |
87.6667 |
84.9 |
80.28 |
77.4333 |
73.9143 |
70.325 |
66.1778 |
62.68 |
59.2 |
58.35 |
54.5231 |
53.8857 |
51.8 |
49.9375 |
47.9882 |
45.7889 |
44.1474 |
42.85 |
64.72239 |
CTL+wa |
92 |
91.9 |
85.4667 |
81.75 |
76.4 |
69.9333 |
67.9714 |
60.625 |
56.3778 |
53.76 |
50.3455 |
47.5333 |
44.9385 |
43.6857 |
42.08 |
38.4 |
37.1412 |
33.7556 |
32.7895 |
32.48 |
56.96667 |
1.4 CIFAR 100 / 50 incremental task
|
2 |
4 |
6 |
8 |
10 |
12 |
14 |
16 |
18 |
20 |
22 |
24 |
26 |
28 |
30 |
32 |
34 |
36 |
38 |
40 |
42 |
44 |
46 |
48 |
50 |
52 |
54 |
56 |
58 |
60 |
62 |
64 |
66 |
68 |
70 |
72 |
74 |
76 |
78 |
80 |
82 |
84 |
86 |
88 |
90 |
92 |
94 |
96 |
98 |
100 |
Average |
r+kd |
94.5 |
91.75 |
95.1667 |
92.25 |
91 |
90.6667 |
88.2143 |
86.9375 |
85.3333 |
83.15 |
80.5 |
78.25 |
77.3462 |
75.3929 |
71.2 |
70.8125 |
68.2941 |
67.9444 |
67.1579 |
62.025 |
59 |
57.4545 |
56.913 |
56.3125 |
53.28 |
53.3846 |
52.4074 |
50.3393 |
49.931 |
49.5833 |
47.7097 |
48.7969 |
47.8333 |
47.5441 |
46.3 |
46.3056 |
46.4054 |
44.3553 |
42.2436 |
41.5875 |
41.8293 |
39.3333 |
39.314 |
36.8409 |
36.6444 |
37.5217 |
35.7872 |
35.8854 |
35.5306 |
35.06 |
59.08 |
icarl |
95 |
91.25 |
93.8333 |
92.125 |
91.4 |
89 |
87.9286 |
85.125 |
83.4444 |
82.25 |
80.0909 |
77.5833 |
77.1923 |
75.75 |
71.7 |
70.3438 |
68.0588 |
67.25 |
66.4211 |
62.275 |
59.619 |
58.7045 |
56.9565 |
56.875 |
54.6 |
54.1538 |
53.4259 |
51.1786 |
51.069 |
50.3 |
48.0161 |
48.7031 |
47.9242 |
47.7206 |
46 |
45.6667 |
45.3108 |
44.1711 |
42.6026 |
41.3 |
39.8902 |
38.75 |
37.6512 |
37.3068 |
36.6222 |
36.9239 |
35.0638 |
34.0938 |
35.2755 |
35.74 |
58.87 |
eeil |
94.5 |
92.25 |
94.8333 |
94.375 |
93.1 |
90.5833 |
88.0714 |
86.75 |
85.3333 |
83.35 |
80.5455 |
78.9583 |
77.7308 |
76.4643 |
72.9333 |
71.6875 |
68.8235 |
68.4444 |
68.3158 |
64.95 |
60.5952 |
58.7727 |
57.413 |
56.4583 |
55.26 |
55.0577 |
53.8889 |
51.1607 |
51.0172 |
50.55 |
49 |
50.0469 |
48.0758 |
48.7059 |
47.3 |
46.9861 |
46.2432 |
44.9474 |
43.5897 |
41.625 |
41.061 |
39.75 |
40.1628 |
38.4773 |
38.1111 |
37.913 |
35.9574 |
34.6354 |
35.4898 |
35.5 |
59.82 |
bic |
94.5 |
89.75 |
93.1667 |
90.875 |
89.8 |
88.9167 |
87.7143 |
84.0625 |
82.8333 |
81.65 |
78.9091 |
77.7083 |
75 |
73 |
71.1333 |
70.375 |
68.5882 |
65.6389 |
64.9737 |
62.75 |
58.9048 |
56.4545 |
54.8261 |
54.2708 |
52.72 |
52.5385 |
51.6667 |
50.1071 |
49.8276 |
46.95 |
46.5323 |
47.1094 |
44.6364 |
45.0147 |
44.0429 |
43.2361 |
43.0946 |
41.1447 |
40.6795 |
38.4 |
38.6585 |
35.6905 |
36.6279 |
35.0568 |
34.5778 |
35.413 |
33.2553 |
33.8333 |
32.5612 |
31.8 |
57.28 |
ART+bic |
94.5 |
93 |
93.8333 |
92.875 |
91.1 |
89.6667 |
89.2857 |
86.3125 |
85.1667 |
83.9 |
81.2727 |
79.375 |
77.6538 |
76.6786 |
72.4667 |
71.1563 |
68.7353 |
68.4167 |
68.1053 |
64.425 |
62.3095 |
59.75 |
57.7174 |
57.5417 |
56.66 |
55.4423 |
54.5556 |
52.5893 |
52.3276 |
51.8667 |
51.2581 |
50.2188 |
49.5455 |
48.5882 |
48.1714 |
48.1389 |
48.3514 |
45.4474 |
45.859 |
43.4125 |
43.4878 |
40.0357 |
40.1512 |
39.5227 |
39.5889 |
40.3152 |
38.4149 |
36.6667 |
36.3367 |
37.22 |
60.51 |
wa |
95.5 |
89 |
92.6667 |
89.625 |
88 |
87.8333 |
86 |
84.4375 |
83.2222 |
81.25 |
80.0909 |
78.0833 |
76.8462 |
76.8214 |
73.4 |
73 |
70.9706 |
69.1944 |
68.6053 |
65.4 |
62.7619 |
62.1136 |
60 |
58.8542 |
57.72 |
57.4808 |
56.5 |
56.0714 |
54.5345 |
53.65 |
52.2258 |
50.6719 |
50.9242 |
50 |
49.6429 |
47.9444 |
47.8784 |
46.2368 |
45.7949 |
44.2 |
43.3659 |
42.5119 |
42.7209 |
40.9205 |
40.5667 |
39.0217 |
38.7128 |
37.2396 |
37.4286 |
35.38 |
60.77 |
Art+wa |
95.5 |
92.25 |
94.6667 |
93 |
91.7 |
89.8333 |
88.9286 |
86.9375 |
85.6667 |
84.7 |
82.8636 |
81.125 |
80.6923 |
78.8571 |
75.7333 |
73.8125 |
72.0588 |
71.4722 |
70.5789 |
68.2 |
64.9762 |
62.3864 |
60.2174 |
60.0625 |
58.16 |
57.75 |
57.4815 |
55.2679 |
55.1552 |
53.35 |
52.6452 |
50.7031 |
51.4242 |
50.4853 |
51.2429 |
48.875 |
49.8514 |
47.5921 |
47.5128 |
45.775 |
45.1951 |
43.869 |
44.0814 |
42.7727 |
42.5111 |
40.4783 |
40.5957 |
40.8646 |
39.9796 |
39.36 |
62.52 |
CTL+wa |
95.5 |
92.25 |
96.3333 |
93.875 |
91.8 |
88.8333 |
86.7143 |
85 |
82.9444 |
82.3 |
76.5 |
75.75 |
74.5 |
73.3214 |
66.8667 |
67.3438 |
65.1176 |
62.9444 |
61.8421 |
58.3 |
54.7381 |
54.4318 |
53.3696 |
50.2292 |
50.24 |
48.7308 |
48.1111 |
45.2857 |
45.0172 |
43.6833 |
42.5484 |
45.3906 |
42.6515 |
44.1765 |
40.6286 |
39.4167 |
40.6622 |
39.5132 |
36.2436 |
34.8125 |
34.7805 |
33.9643 |
33.2674 |
31.4205 |
31.8 |
32.837 |
28.9043 |
29.3229 |
30.2041 |
29.62 |
55.07 |
2.1 TinyImageNet / 5 incrmental task
|
40 |
80 |
120 |
160 |
200 |
Average |
r+kd |
70.250 |
59.825 |
46.867 |
37.300 |
30.990 |
43.75 |
icarl |
70.450 |
59.775 |
47.717 |
37.863 |
31.590 |
44.24 |
eeil |
70.250 |
58.375 |
49.883 |
41.475 |
36.420 |
46.54 |
bic |
70.250 |
62.250 |
53.717 |
45.038 |
37.720 |
49.68 |
ART+bic |
70.25 |
62.625 |
53.7 |
44.4625 |
37.97 |
49.68938 |
wa |
69.500 |
62.175 |
54.767 |
45.063 |
36.930 |
49.73 |
Art+wa |
69.500 |
62.750 |
54.317 |
44.650 |
37.650 |
49.84 |
CTL+wa |
69.500 |
56.075 |
49.433 |
36.625 |
25.510 |
41.91 |
2.2 TinyImageNet / 10 incremnetal task
|
20 |
40 |
60 |
80 |
100 |
120 |
140 |
160 |
180 |
200 |
Average |
r+kd |
74.20 |
65.95 |
60.47 |
52.35 |
47.78 |
41.88 |
36.61 |
33.70 |
30.53 |
27.40 |
44.08 |
icarl |
74.40 |
65.95 |
60.93 |
52.25 |
47.34 |
41.85 |
36.14 |
33.33 |
30.46 |
27.02 |
43.92 |
eeil |
74.20 |
64.50 |
61.13 |
53.95 |
50.38 |
45.57 |
40.67 |
37.53 |
34.90 |
32.14 |
46.75 |
bic |
74.20 |
65.45 |
61.77 |
55.18 |
50.76 |
45.75 |
40.21 |
36.96 |
33.40 |
27.95 |
46.38 |
ART+bic |
74.2 |
65.8 |
62.6 |
55.25 |
51.76 |
46.5167 |
41.2714 |
37.5875 |
34.9444 |
31.68 |
47.49 |
wa |
74.40 |
67.30 |
64.57 |
57.18 |
54.12 |
48.83 |
44.31 |
39.85 |
36.24 |
31.14 |
49.28 |
Art+wa |
74.40 |
66.25 |
64.13 |
56.55 |
52.98 |
48.12 |
44.41 |
40.43 |
37.16 |
34.26 |
49.36 |
CTL+wa |
74.40 |
62.80 |
58.53 |
53.23 |
48.34 |
46.73 |
41.61 |
36.94 |
33.88 |
29.74 |
45.76 |
2.3 TinyImageNet / 20 incremental task
|
10 |
20 |
30 |
40 |
50 |
60 |
70 |
80 |
90 |
100 |
110 |
120 |
130 |
140 |
150 |
160 |
170 |
180 |
190 |
200 |
Average |
r+kd |
78.8 |
73 |
67.6667 |
62.95 |
59.56 |
56.1 |
51.1429 |
46.35 |
44.9778 |
42.98 |
38.5091 |
37.0833 |
34.0923 |
32.5 |
30.3733 |
29.1625 |
28.2 |
26.2222 |
23.8947 |
23.79 |
42.56 |
icarl |
77.4 |
73.7 |
67.2 |
62.55 |
60.16 |
55.5333 |
51.9714 |
46.9 |
45.3111 |
43.18 |
38.7636 |
37.9333 |
34.5385 |
33.0286 |
30.3333 |
29.3875 |
28.8706 |
26.3444 |
24.4526 |
23.8 |
42.84 |
eeil |
78.8 |
73.8 |
67.8667 |
63.65 |
61.8 |
58.2 |
55.0286 |
50.575 |
46.6 |
45.52 |
43.4545 |
41.5333 |
39.0615 |
36.6 |
35.2133 |
33.6125 |
32.3647 |
30.2667 |
28.5368 |
27.56 |
45.85 |
bic |
78.8 |
73.7 |
67 |
63.65 |
61.44 |
57.5 |
53.2857 |
47.625 |
45.2889 |
42.76 |
37.6909 |
34.7 |
32.7385 |
30.9 |
28.68 |
27.175 |
25.8588 |
22.1333 |
20.1053 |
19.36 |
41.66 |
ART+bic |
78.8 |
74.8 |
69.6 |
64.4 |
61.24 |
57.9667 |
54.7429 |
49.5 |
47.4444 |
45.44 |
42.2727 |
40.3833 |
38.4462 |
35.6714 |
33.8133 |
31.35 |
31.3765 |
28.5444 |
27.4316 |
26.96 |
45.33597 |
wa |
74.8 |
72.3 |
68.2 |
64.45 |
62.76 |
60.0333 |
56.6857 |
52.075 |
48.8667 |
47.58 |
44.2727 |
41.4333 |
38.1231 |
35.9429 |
32.8 |
30.775 |
28.5059 |
26.6667 |
24.3789 |
22.9 |
45.20 |
Art+wa |
74.8 |
75 |
70.1333 |
66.2 |
63.68 |
59.5667 |
57.5714 |
51.925 |
49 |
47.94 |
45.0909 |
43.15 |
41.1077 |
39.1143 |
37.24 |
35.25 |
33.9294 |
32.2222 |
31.1579 |
30.2 |
47.87 |
CTL+wa |
74.8 |
75 |
65.8667 |
65.15 |
58.72 |
55.5333 |
54.6571 |
46.925 |
46.6222 |
41.36 |
41.1818 |
41.9333 |
38.8154 |
36.1429 |
35.2933 |
33.35 |
33.9765 |
31.3667 |
30.1368 |
29.03 |
45.32 |
2.4 TinyImageNet / 50 incremental task
|
4 |
8 |
12 |
16 |
20 |
24 |
28 |
32 |
36 |
40 |
44 |
48 |
52 |
56 |
60 |
64 |
68 |
72 |
76 |
80 |
84 |
88 |
92 |
96 |
100 |
104 |
108 |
112 |
116 |
120 |
124 |
128 |
132 |
136 |
140 |
144 |
148 |
152 |
156 |
160 |
164 |
168 |
172 |
176 |
180 |
184 |
188 |
192 |
196 |
200 |
Average |
r+kd |
69.5 |
77 |
79 |
77.875 |
74.5 |
71.1667 |
65.7143 |
63.5 |
61.0556 |
58.15 |
59.3636 |
57.4167 |
54.6923 |
52.25 |
52.1 |
49.375 |
48 |
46.7778 |
44.5263 |
43.45 |
40.8571 |
40.6136 |
40.3043 |
40.7708 |
39.4 |
37.4808 |
36.4259 |
35.8929 |
34.3103 |
33.6167 |
32.0161 |
31.3125 |
29.9697 |
30.6618 |
29.2714 |
27.8889 |
27.6486 |
28.7763 |
27.7308 |
26.425 |
26.0976 |
26.5 |
24.3953 |
23.9318 |
25.1111 |
23.413 |
22.2021 |
22.5833 |
22.3571 |
22.2 |
41.76 |
icarl |
71.5 |
76.5 |
78 |
75.625 |
72.2 |
69.75 |
65.5 |
62.5 |
61.7222 |
59 |
58.5 |
55.875 |
55.4615 |
51.8929 |
53.2667 |
49.6875 |
48.0588 |
45.6944 |
42.7368 |
42.425 |
40.4048 |
39.6364 |
40.3261 |
40.1458 |
38.6 |
37.0192 |
35.3148 |
35.3036 |
33.8103 |
33.0333 |
31.0484 |
30.2188 |
29.6061 |
29.2794 |
28.2714 |
27.4861 |
27.2432 |
28.0526 |
26.7564 |
25.75 |
25.8537 |
25.3095 |
24.5581 |
24.2273 |
24.5778 |
22.4348 |
21.2553 |
21.3333 |
21.8469 |
21.55 |
41.12 |
eeil |
69.5 |
77.25 |
78.8333 |
76 |
73 |
71.0833 |
67.2143 |
65.125 |
63.7778 |
59.45 |
59.1364 |
57.5417 |
56.2308 |
54.2143 |
53.3667 |
51.6563 |
49.2353 |
48.8889 |
46.8421 |
45.5 |
43.5 |
43.0909 |
42.8478 |
42.5208 |
41.42 |
40.1346 |
38.1852 |
38.1964 |
37.1724 |
36.0333 |
34.9516 |
33.4375 |
32.9394 |
32.2353 |
32.1571 |
30.4306 |
30.2703 |
29.9211 |
28.8333 |
28.2125 |
28.122 |
27.8095 |
27.2093 |
26.1364 |
25.8333 |
25.3804 |
24.2021 |
24.1667 |
23.7857 |
23.34 |
43.40 |
bic |
69.5 |
70.75 |
75 |
73.125 |
69.4 |
66.6667 |
61 |
60.5625 |
58 |
54.4 |
52.6818 |
51.2917 |
48 |
47.2857 |
45.5667 |
42.375 |
41.1471 |
39.25 |
35.3421 |
35.825 |
34.1905 |
32.3636 |
31.587 |
31.5208 |
30.36 |
26.6923 |
24.6111 |
23.75 |
23.1207 |
22.0333 |
20.6774 |
19.8594 |
19.1515 |
18.4118 |
17.7143 |
16.75 |
16.0541 |
15.8684 |
15.5769 |
14.9 |
14.6341 |
14.5476 |
13.4884 |
12.0227 |
12.3556 |
10.8043 |
10.5532 |
9.85417 |
10.3469 |
9.89 |
32.68 |
ART+bic |
69.5 |
74 |
77.5 |
76.375 |
72.7 |
70.9167 |
66 |
63 |
61.8889 |
58.7 |
57.4091 |
55.0833 |
54 |
52.5 |
51.6 |
49.25 |
48.6176 |
46.7222 |
43.4211 |
42.875 |
41.5714 |
40.6364 |
41.4565 |
41.25 |
40.4 |
38.3654 |
36.5556 |
36.0357 |
34.9828 |
33.7167 |
32.0484 |
30.4375 |
31.1212 |
30.2059 |
30.1286 |
29.5694 |
28.7838 |
29.6053 |
27.8846 |
26.575 |
25.8171 |
26.3571 |
25.1047 |
24.125 |
24.5556 |
23.2391 |
22.4149 |
22.2813 |
22.3265 |
22.1 |
41.67776 |
wa |
67.5 |
76.5 |
76.5 |
75.75 |
73 |
70.9167 |
65.9286 |
63.4375 |
61.5 |
60.1 |
58.7273 |
56.1667 |
54.3846 |
52.75 |
52.8 |
49.0313 |
47.1176 |
46.6389 |
41.5789 |
41.7 |
39.6667 |
39.4545 |
39.0652 |
38.4167 |
36.92 |
35.5192 |
33.037 |
32.75 |
29.7931 |
29.0167 |
28.0806 |
26.9375 |
25.7727 |
25.1176 |
24.0429 |
22.2361 |
21.5135 |
21.1316 |
20.1282 |
19.05 |
18.4268 |
18.0119 |
17.2442 |
16.2955 |
15.4889 |
15.087 |
14.5851 |
14.2708 |
13.7245 |
13.2 |
38.13 |
Art+wa |
67.5 |
76 |
78.5 |
79.125 |
76.3 |
74.5 |
68.5714 |
65.5 |
64.8333 |
61.25 |
60.2273 |
59.125 |
58 |
56.2857 |
54.9333 |
52.5313 |
50.9412 |
50.7778 |
47.5 |
46.55 |
45.9762 |
44.2955 |
43.8478 |
43.5417 |
42.86 |
42.0192 |
40.1296 |
40.2321 |
38.4655 |
37.5833 |
37.5484 |
36.1875 |
35.2879 |
34.7941 |
34.6714 |
32.875 |
31.4459 |
31.9474 |
31.3718 |
30.2125 |
30.0732 |
29.1548 |
28.5698 |
27.9318 |
27.8556 |
26.9565 |
26.3936 |
25.9375 |
25.3265 |
24.77 |
45.10 |
CTL+wa |
67.5 |
78.5 |
80.3333 |
79.875 |
75.7 |
70.4167 |
66.7857 |
62.375 |
62.2778 |
57.7 |
56.4545 |
54.625 |
52.1923 |
53.1786 |
49.2667 |
49.8125 |
50.4706 |
45.2778 |
40.4474 |
42.9 |
40.3571 |
40.7955 |
39.6522 |
36.7083 |
37.14 |
34.0385 |
36.6111 |
35.6071 |
34.3793 |
34.2667 |
29.8226 |
30.1875 |
28.9394 |
29.4412 |
30.7571 |
26.7361 |
25.0135 |
30.3421 |
26.7436 |
26.4625 |
28.0122 |
22.381 |
25.7558 |
24.1591 |
26.2444 |
21.7391 |
22.8723 |
23.2292 |
21.6327 |
23.14 |
41.26 |