Online Continual Test-Time Adaptation on CIFAR-10-C (Severity 5, test) benchmark leaderboard · SOTA2 Research

Online Continual Test-Time Adaptation on CIFAR-10-C (Severity 5, test)

79.26Gaussian Noise Accuracy (Severity 5)CoDiRe

Updated 2mo ago

Evaluation Results

Method	Links
CoDiRe2025.06		79.26	84.45	84.36	89.68	74.79	89.5	91.3	90.02	91.14	88.78	95.18	91.54	83.91	88.68	86.14	87.25
DeYO2025.06		67.7	76.27	70.98	86.48	70.04	84.59	87.1	82.25	82.44	82.72	89.49	86.28	79.19	82.69	80.78	80.6
CLIP2025.06		65.39	66.64	76.02	75.75	48.18	78.16	79.08	81.92	84.68	76.14	90.4	80.47	64.74	76.93	71.32	74.39
SANTA2025.06		65.21	70.75	65.18	85.21	65.67	82.88	84.44	80.31	79.41	81.36	89.13	83.75	77.08	80.27	78.6	77.95
Tent2025.06		64.7	70.66	66.39	86.66	66.2	85.09	86.37	82.1	81.57	83.29	90.15	85.03	78.9	81.4	79.19	79.18
SAR2025.06		63.73	68.82	63.33	85.65	64.34	83.2	85.35	79.91	79.09	81.42	88.75	83.93	77	79.4	77.75	77.44
ViDA2025.06		62.53	64.71	57.95	84.67	60.57	82.42	83.85	77.79	75.77	80.17	87.89	83.5	73.56	75.39	73.38	74.94
BN Adapt2025.06		62.43	64.33	57.3	84.48	59.46	82.02	83.25	76.87	74.3	79.29	87.24	83.33	71.72	73.41	71.1	74.03
EATA2025.06		62.36	64.34	57.31	84.49	59.46	82.02	83.25	76.87	74.31	79.29	87.24	83.33	71.71	73.43	71.11	74.03
CoTTA2025.06		61.57	63.26	61.05	84.52	53.21	81.93	83.28	76.82	74.23	79.25	87.21	83.3	71.59	73.32	70.97	73.7
NOTE2025.06		55.11	68.63	55.8	34.33	56.29	69.34	78.37	72.35	78.81	64.58	86.97	73.04	63.46	50.32	70.17	65.17
RoTTA2025.06		54.09	53.76	50.24	76.77	53.15	76.76	80.39	71.82	61.3	73.48	84.82	43.55	64.42	72.48	73.94	66.06
MEMO2025.06		50.07	56.89	52.72	70.75	58.65	76.79	71.3	79.74	74.47	74.08	90.72	65.89	77.26	49.76	77.27	68.42
CoTTA2026.05		49.3	45.9	55.2	12.3	25.7	12.3	9	7.1	7.9	12	3.8	25.6	11.6	15.2	12.9	20.4
Source2026.05		37.3	34	44.5	12.3	26.4	14	11.1	7.1	9.5	13.1	3.9	28.4	13.3	18.1	15.3	19.2
Source2025.06		33.69	40.07	35.74	53.11	49.86	67.04	56.85	73.89	62.59	64.66	89	43.57	74.37	41.96	74.43	57.39
OBAO2026.05		33.1	28.2	28.9	9	18.8	8.1	5.8	5.3	6	6.7	3.6	5	6.3	6.4	8.2	12
RMT2026.05		31.2	25.2	23.7	8.8	17.9	8.2	5.7	5.4	6.2	7	3.5	5.1	6.5	5.5	7.7	11.2
TENT2026.05		30.8	21.9	29.4	14	21.9	15	10.1	7.7	8.1	12.6	4.2	19.3	12.8	18.3	14.7	16.1
CMAE2026.05		27.6	21.5	23.4	8.7	23.8	9.5	6.6	6.2	7.2	8.3	3.4	8.8	11.6	9.6	12.6	12.6
EATA2026.05		26.3	16.4	21.3	11.2	19.6	12.5	8.2	6.8	6.8	9.4	4.1	12.8	11.8	13.6	13.6	13
SDA2026.05		23.8	21.7	43.1	11.9	27.6	13.7	10.9	7.4	9.8	13.1	3.8	15.3	14.1	19	16.5	16.8
REM2026.05		17.8	13.6	14.1	8.7	18.3	10	6.8	8.4	6.7	8.5	5.1	7.5	14.5	10.5	16.4	11.1
Ours (Dynamic Style Bridging)2026.05		17	12	11.3	7.9	18.4	7.1	5.6	6.3	6.2	5.6	3.8	4.9	9.9	8.8	12	9.1