Image Classification on ImageNet-C severity level 5, continual setting

62Gaussian BlurDeYO-COME + clip

Evaluation Results

Method
DeYO-COME + clip2026.06	62	64.2	63.8	58.5	59.1	65.1	63.9	70	68.6	74	78.9	66.9	70.3	74.6	72.1	67.5
DeYO-COME2026.06	61.7	63.7	63.7	58.7	58.2	63.9	60.1	68.3	67.2	72.6	79	66.3	67.7	73.4	71.7	66.4
Tent + clip2026.06	60.9	63.4	63.4	56.7	56.9	62.8	59.8	66.2	66.1	71.1	78.1	62.9	62.8	71.7	70.8	64.9
DP-DeYO-COME2026.06	60.7	62.9	62.8	55.2	54.3	62	59.1	67.1	66.1	71.6	78.6	63.1	63.7	72.5	71	64.7
EATA + clip2026.06	60.3	63.7	63.6	57	58.2	63.7	62.6	67.9	67.1	72	78.4	64.3	66.8	73.1	71.5	66
DP-DeYO-COME2026.06	60.1	62.6	62.7	53.4	52.2	60.9	57.4	66.4	65.6	71.4	78.8	63.1	61.4	72.4	70.8	63.9
DP-DeYO-COME2026.06	60.1	62.4	62.6	53.1	51.6	60.6	57.2	66.1	65.2	71	78.6	61.9	61	72	70.6	63.6
DP-DeYO-COME2026.06	59.7	62	62	51.2	50.4	58.5	55.6	63.6	63.6	67.8	77.8	55.5	59.4	70.8	69.3	61.8
EATA2026.06	59.3	62.9	63.3	58.6	57.9	64	62.6	67.7	67.2	72	79.3	62	66.5	72.6	72.6	65.9
DP-Tent2026.06	58.9	62.1	62.3	54.3	54.2	60.9	57.4	64	64	68.4	78	59.8	58.6	70.6	70.1	62.9
DP-EATA2026.06	58.9	62	62.3	54.4	54.4	61	57.6	64.2	64.1	68.4	78	59.9	58.9	70.6	70.2	63
DP-Tent2026.06	57.9	61.2	61.7	54	52.7	60.7	56.6	64.2	62.9	67.9	78.1	61.1	59.1	70.4	70.5	62.6
DP-EATA2026.06	57.9	61.1	61.7	54.1	52.8	60.6	56.6	64.1	62.9	68	78.1	61.1	59.1	70.4	70.5	62.6
DP-Tent2026.06	57.8	61	61.6	53.7	52.5	60.4	56.1	63.7	62.4	67.1	77.9	59.1	58.1	70	70.1	62.1
DP-EATA2026.06	57.8	60.9	61.6	53.7	52.6	60.3	56.2	63.7	62.4	67.2	77.9	59.2	58.4	70	70.1	62.1
SAR + clip2026.06	57.5	59.3	59.7	53.7	52.4	57.9	55.3	59.9	60.8	64.1	75.9	58.2	56	67.7	68.4	60.5
DeYO2026.06	57.1	59	59.1	53.6	52.1	58.2	54.4	62.4	61.8	65.5	76.6	60.1	58.9	68.1	68.5	61
DP-SAR2026.06	57	58.6	58.7	52.1	48.7	56.6	52.6	61.4	60.9	62.9	76.3	56.5	56.9	66.6	68.2	59.6
DP-EATA2026.06	56.9	59.7	60.7	53.5	50.1	59.9	54.7	64	61.9	66.2	77.6	57.6	56.7	69.1	70.1	61.2
SAR2026.06	56.9	58.8	58.2	47.3	47	61.8	60	51.3	65.4	70	77	58.9	59.1	71.2	69.2	60.8
DP-SAR2026.06	56.9	58.5	58.6	51.9	48.5	56.4	52.4	61.2	60.8	62.3	76.2	55.5	56.6	66.6	68.1	59.4
DeYO + clip2026.06	56.2	59.1	58.7	51.9	54.7	60.1	57.5	64.5	64.1	69.7	76.9	60.7	65.5	71.4	69	62.7
DP-DeYO-COME2026.06	56.2	60	60.9	44.9	38.3	51.9	50.3	61.2	60.2	63.9	77.5	55.1	50.9	69.8	68.8	58
DP-Tent2026.06	56.1	58.3	59.5	52.7	46.2	58.7	52.9	63.4	62.2	66.7	78.1	61.8	55.2	69.2	70.6	60.8
Tent2026.06	55.8	58.3	59.3	53	46.7	59.1	53.2	63	61.4	66.8	78.1	64.3	53.1	69.4	70.3	60.8
DP-DeYO2026.06	55.8	57.2	57.6	50.7	44.3	56.3	49.6	60.2	60.8	63.1	76.4	57.6	53.2	63.9	67.8	58.3
DP-DeYO2026.06	55.7	57.1	57.6	50.9	43.9	56.3	49.8	60.1	60.4	62.6	76.3	56.9	53	64.1	67.7	58.2
DP-SAR2026.06	55.6	57.7	58.3	51.7	45.2	57.6	51	61.8	60.8	64.6	77.6	59	53.3	67.7	68.9	59.4
DP-SAR2026.06	55.5	57.6	58.2	51.8	44.7	57.3	50.5	61.5	60.5	64	77.3	56.9	53.2	67.3	68.7	59
DP-DeYO2026.06	55.2	57	57.6	50.8	42.9	56.7	49.6	60.9	60.8	64.4	77.3	57.2	52.3	66.1	68.9	58.5
DP-DeYO2026.06	55.2	56.9	57.3	50.6	41.3	55.7	49.3	59.2	59.7	61.7	76.8	51.4	50.5	65.6	68	57.3
DP-Tent2026.06	55.1	57.2	58.1	51.5	42.8	57.2	50.3	61.7	61.3	63.6	77.4	52.4	52.6	67	69.3	58.5
DP-EATA2026.06	55.1	57.2	58.1	51.4	42.8	57.2	50.3	61.6	61.3	63.7	77.4	52.4	52.6	66.9	69.2	58.5
DP-DeYO2026.06	55.1	57	57.6	50.8	42.9	56.7	49.7	61	60.9	64.5	77.4	57.6	52.4	66.4	69.2	58.6
DP-SAR2026.06	54.8	56.6	57.3	51	41.4	56.2	48.7	60.3	59.6	62.4	77	50.5	51	66.1	68.1	57.4
Source2026.06	53.9	53.3	54.1	49.6	32.3	52.3	45.4	60.2	62.4	65.8	77.3	36.6	45.2	67.3	69.3	55