Test-Time Adaptation on CUB-200 2011 (test) benchmark leaderboard · SOTA2 Research

Test-Time Adaptation on CUB-200 2011 (test)

58.56iNaturalist Acc (S)DDE

Evaluation Results

Method	Links
DDE2026.06		58.56	99.58	73.77	58.74	99.55	73.91	59.89	99.8	74.88	58.47	96.28	72.71	56.92	98.8	73.82
AdaNeg2026.06		56.82	99.65	72.38	56.79	99.14	72.21	56.96	93.37	70.75	56.92	99.31	72.37	56.87	97.87	71.93
OODD2026.06		56.06	99.73	71.77	56.02	99.84	71.77	56.06	99.91	71.82	56.06	98.27	71.39	56.05	99.44	71.69
DMN2026.06		55.96	98.66	71.41	56.02	98.72	71.48	56.19	99.36	71.78	56.11	96.52	70.96	56.07	98.32	71.41
AdaND2026.06		52.34	96.4	67.84	52.41	93.91	67.27	51.82	81.24	63.28	51.82	91.51	66.17	52.1	90.77	66.14
ZS-CLIP2026.06		38.13	88.06	53.22	38.1	87.86	53.15	37.56	79.11	50.94	38	87.81	53.04	37.95	85.71	52.59
TPT2026.06		37.41	89.57	52.78	37.49	89.67	52.87	36.88	81.67	50.81	37.44	89.45	52.79	37.3	87.59	52.31
Tent2026.06		37.02	46.95	41.4	38.61	55.55	45.56	34.98	41.77	38.07	40.41	74.83	52.48	37.75	54.78	44.38