Phase-wise accuracy for different class-incremental learning methods

	A	B	C	D	E	F	G	H	I	J	K	L	M	N	O	P	Q	R	S	T	U	V	W	X	Y	Z	AA	AB
1
2	CIFAR-100, N=5
3	Method \ Phase	Average	0	1	2	3	4	5
4	Mnemonics	63.34	76.22	68.72	64.47	59.97	56.33	54.32
5	iCaRL	57.12	76.50	62.30	56.30	51.20	49.20	47.20
6	LwF	49.59	76.31	52.10	46.20	42.40	40.10	40.40
7	LUCIR	63.17	76.23	68.30	64.20	59.80	56.20	54.30
8	LUCIR-AANets	66.58	76.54	71.73	68.30	63.54	60.77	58.59
9	PODNet	64.36	76.14	71.30	65.10	61.40	57.60	54.60
10	POD-AANets	67.49	76.96	72.53	69.63	64.63	61.82	59.39
11
12	CIFAR-100, N=10
13	Method \ Phase	Average	0	1	2	3	4	5	6	7	8	9	10
14	Mnemonics	62.28	77.26	72.82	69.13	65.88	64.23	61.52	58.51	56.79	54.37	53.01	51.53
15	iCaRL	52.66	76.45	61.20	56.50	54.70	52.50	50.30	48.00	44.70	45.00	45.10	44.80
16	LwF	48.47	76.46	56.27	51.97	48.38	46.80	45.29	42.44	42.46	41.68	41.21	40.19
17	LUCIR	60.14	76.50	70.10	66.20	64.00	60.80	58.90	56.10	54.50	52.50	51.60	50.30
18	LUCIR-AANets	65.29	77.54	73.36	71.08	68.88	67.44	64.88	61.85	59.98	58.93	57.59	56.70
19	PODNet	62.89	76.14	74.40	69.40	66.60	63.30	61.00	60.10	57.80	55.50	54.50	53.00
20	POD-AANets	65.60	76.14	73.35	70.98	69.46	67.51	65.41	62.56	60.79	59.46	58.60	57.37
21
22	CIFAR-100, N=25
23	Method \ Phase	Average	0	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25
24	Mnemonics	60.96	76.46	75.42	73.67	72.20	70.05	68.27	66.16	64.84	63.62	62.93	62.76	61.57	60.36	59.32	57.85	56.76	56.49	56.17	54.78	54.11	52.98	52.70	51.90	51.59	51.15	50.78
25	iCaRL	48.48	76.20	64.67	58.74	57.04	53.98	52.15	50.52	49.91	49.79	48.62	49.29	47.97	45.07	45.54	45.19	44.08	44.01	44.33	43.80	43.17	42.54	41.76	40.84	41.11	40.68	39.39
26	LwF	45.75	76.46	61.73	54.31	52.52	50.67	49.52	46.50	44.61	45.39	45.50	46.17	44.47	44.08	41.91	41.86	41.46	42.46	42.58	41.97	41.22	39.69	39.32	38.80	39.32	38.71	38.25
27	LUCIR	57.54	76.46	72.21	70.43	67.79	65.53	63.07	61.44	60.70	60.14	58.82	58.66	57.86	56.49	55.70	54.27	53.31	52.95	52.64	51.47	51.07	49.93	49.93	49.31	48.95	48.47	48.35
28	LUCIR-AANets	63.51	77.54	75.33	74.07	72.73	71.48	69.50	68.47	67.58	66.73	66.01	65.31	64.15	62.77	62.45	61.14	60.00	60.27	59.67	58.65	57.89	56.14	56.10	54.96	54.41	54.32	53.55
29	PODNet	61.49	76.46	75.50	73.10	71.10	67.50	68.40	67.50	67.10	64.70	63.40	61.70	60.30	60.00	60.10	59.10	58.10	57.90	56.40	56.40	55.90	54.50	54.40	53.40	52.10	52.30	51.40
30	POD-AANets	63.45	76.14	75.33	74.07	72.73	71.48	69.50	68.47	67.58	66.73	66.01	65.31	64.15	62.77	62.45	61.14	60.00	60.27	59.67	58.65	57.89	56.14	56.10	54.96	54.41	54.32	53.55
31
32	ImageNet-Sub, N=5
33	Method \ Phase	Average	0	1	2	3	4	5
34	Mnemonics	71.77	85.40	77.93	72.34	69.18	64.40	61.36
35	iCaRL	65.82	85.40	74.70	65.10	60.60	55.50	53.60
36	LwF	54.12	86.00	60.70	50.20	45.60	42.10	40.10
37	LUCIR	71.32	86.00	78.10	71.10	68.20	64.50	60.00
38	LUCIR-AANets	72.56	83.84	77.93	73.17	69.47	66.67	64.26
39	PODNet	75.90	86.40	80.60	76.30	74.70	69.80	67.60
40	POD-AANets	76.97	86.10	81.50	77.70	75.50	71.60	69.40
41
42	ImageNet-Sub, N=10
43	Method \ Phase	Average	0	1	2	3	4	5	6	7	8	9	10
44	Mnemonics	69.14	85.40	80.47	75.73	71.88	68.89	66.88	65.55	63.46	61.84	60.93	59.56
45	iCaRL	60.09	85.40	75.50	67.50	62.10	56.70	55.80	54.70	52.10	51.70	50.40	49.10
46	LwF	47.90	86.00	66.20	53.80	46.10	41.00	40.20	40.30	40.10	38.90	38.20	36.10
47	LUCIR	68.57	86.00	80.50	76.10	72.20	68.80	66.10	64.70	62.50	61.20	59.10	57.10
48	LUCIR-AANets	69.22	83.84	81.16	76.90	73.48	69.63	66.83	65.35	63.55	62.42	60.21	58.04
49	PODNet	73.70	86.40	83.90	79.70	75.90	72.90	73.20	71.40	69.40	67.80	65.10	65.00
50	POD-AANets	75.58	86.10	84.10	79.80	78.60	75.70	75.00	74.80	72.30	69.30	68.20	67.50
51
52	ImageNet-Sub, N=25
53	Method \ Phase	Average	0	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25
54	Mnemonics	69.81	85.40	80.96	80.07	79.18	78.83	76.53	75.00	74.06	72.76	72.29	70.89	70.44	68.81	67.97	66.95	67.10	65.98	65.76	65.05	64.11	63.22	62.15	61.70	60.56	59.94	59.22
55	iCaRL	53.06	85.40	73.12	69.70	65.64	60.83	57.80	57.45	55.25	53.97	53.32	50.63	50.44	49.14	49.29	48.13	48.08	46.83	46.33	46.23	44.55	44.89	45.41	45.11	44.58	44.10	43.34
56	LwF	44.45	86.00	71.50	62.48	58.68	56.48	48.33	44.26	43.09	42.73	40.24	37.97	41.03	37.27	38.74	38.95	38.65	38.29	40.02	38.58	36.00	40.53	36.46	35.30	35.73	34.31	34.12
57	LUCIR	61.57	86.00	79.54	77.33	76.57	74.66	70.23	68.10	66.12	64.12	61.47	60.09	60.14	58.22	57.39	55.28	55.95	54.88	56.67	55.05	53.34	54.33	52.80	52.21	50.58	50.57	49.26
58	LUCIR-AANets	67.60	83.84	81.42	80.22	79.86	78.90	75.43	73.90	71.75	70.30	69.24	66.31	66.31	64.19	64.89	63.23	63.63	61.61	62.79	61.51	60.77	61.22	60.96	60.47	59.85	58.60	56.50
59	PODNet	66.58	86.40	82.00	79.50	77.80	74.60	73.50	71.50	71.10	69.50	66.60	65.10	66.70	65.80	66.30	65.70	63.80	63.30	61.40	62.00	60.50	57.70	57.30	56.30	56.40	55.90	54.30
60	POD-AANets	71.78	86.60	84.40	82.30	81.50	79.60	77.40	76.90	75.40	74.40	71.60	70.50	71.60	71.20	70.20	70.40	68.60	68.30	66.80	66.80	65.80	65.30	64.80	64.30	64.10	63.90	63.70
61
62	ImageNet-Full, N=5
63	Method \ Phase	Average	0	1	2	3	4	5
64	Mnemonics	64.54	75.34	69.16	65.40	61.57	58.92	56.85
65	iCaRL	51.50	70.00	54.80	50.10	46.80	44.70	42.60
66	LwF	44.35	75.20	45.30	39.70	37.10	34.60	34.20
67	LUCIR	64.45	74.10	69.50	65.30	61.80	59.40	56.60
68	LUCIR-AANets	64.95	77.30	70.07	64.10	60.88	59.44	57.91
69	PODNet	66.43	77.30	70.20	66.20	63.70	62.30	58.90
70	POD-AANets	67.60	77.30	71.10	67.90	65.60	62.90	60.80
71
72	ImageNet-Full, N=10
73	Method \ Phase	Average	0	1	2	3	4	5	6	7	8	9	10
74	Mnemonics	63.01	75.36	70.08	67.82	66.08	63.74	62.21	60.22	58.89	57.36	56.38	54.99
75	iCaRL	46.89	69.90	55.10	50.60	48.10	45.60	44.20	42.30	41.80	40.20	39.10	38.90
76	LwF	38.90	75.30	48.20	40.30	37.50	36.70	35.10	32.50	31.70	30.20	30.30	30.10
77	LUCIR	61.57	75.12	69.90	67.20	64.91	62.52	60.12	59.10	57.20	55.30	54.20	51.70
78	LUCIR-AANets	62.40	77.30	70.04	65.30	63.16	61.77	60.60	59.89	59.22	57.26	56.77	55.04
79	PODNet	63.20	77.30	68.70	66.40	65.20	63.60	62.30	61.00	60.20	57.80	57.00	55.70
80	POD-AANets	64.79	77.30	71.10	68.70	67.00	65.30	63.90	62.60	61.80	59.30	58.50	57.20
81
82	ImageNet-Full, N=25
83	Method \ Phase	Average	0	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25
84	Mnemonics	60.52	75.40	70.85	69.78	68.77	67.36	66.54	65.34	64.46	63.58	62.46	61.51	60.65	59.80	59.31	58.33	57.88	56.95	56.42	55.70	55.07	54.32	53.79	53.08	52.64	52.11	51.46
85	iCaRL	43.14	72.26	57.57	53.24	50.20	47.52	46.40	45.56	44.33	43.81	42.51	41.78	41.32	40.79	40.21	39.58	39.47	38.69	38.94	38.36	37.95	37.64	37.30	36.95	36.54	36.50	36.20
86	LwF	36.87	75.36	54.10	48.19	42.94	39.09	38.99	36.79	36.56	35.84	35.31	34.55	34.20	33.87	33.59	33.24	32.47	32.14	32.81	32.19	32.40	30.75	30.75	31.01	31.14	30.35	30.01
87	LUCIR	56.56	75.36	70.83	69.03	66.39	63.79	63.40	62.14	60.92	60.08	59.11	58.02	56.98	55.65	55.27	54.52	52.34	51.39	50.76	50.12	49.23	48.67	48.10	47.76	47.55	46.84	46.23
88	LUCIR-AANets	60.68	77.30	68.62	67.90	67.17	66.24	65.63	64.51	63.97	63.34	62.50	61.70	60.88	60.15	59.66	58.84	58.38	57.61	56.96	56.43	55.88	55.21	54.78	54.11	53.82	53.26	52.70
89	PODNet	59.17	77.30	69.50	67.60	65.90	64.60	64.00	63.30	62.60	61.50	60.90	60.30	59.60	58.60	57.40	57.34	56.85	55.90	55.36	54.64	53.98	53.30	52.71	52.07	51.59	51.17	50.51
90	POD-AANets	61.78	77.30	71.60	69.50	69.20	67.80	67.20	66.40	65.90	65.20	64.00	63.10	62.10	61.40	59.90	59.50	59.40	58.10	57.90	57.20	56.60	55.90	55.60	54.90	53.80	53.60	53.20
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