Test-Time Adaptation on Stanford-CARS (test) benchmark leaderboard · SOTA2 Research

Test-Time Adaptation on Stanford-CARS (test)

65.51iNaturalist AccSDDE

Evaluation Results

Method	Links
DDE2026.06		65.51	99.99	79.16	65.3	99.89	78.98	66.35	99.93	79.75	65.43	98.66	78.68	65.65	99.62	79.14
DMN2026.06		64.33	99.99	78.29	64.35	99.63	78.19	64.35	99.7	78.21	64.53	98.29	77.91	64.39	99.4	78.15
AdaNeg2026.06		63.66	99.98	77.8	63.51	99.89	77.65	63.71	99.87	77.79	63.54	99.66	77.6	63.61	99.85	77.71
OODD2026.06		63.55	99.99	77.71	63.55	99.88	77.68	63.56	99.95	77.71	63.55	99.04	77.42	63.55	99.72	77.63
AdaND2026.06		62.8	99.79	77.09	62.73	99.82	77.04	62.91	99.75	77.16	62.76	99.29	76.91	62.8	99.66	77.05
ZS-CLIP2026.06		50.18	96.62	66.05	53.48	98.81	69.4	53.59	99.05	69.55	53.36	98.05	69.11	52.65	98.13	68.53
TPT2026.06		49.24	96.97	65.31	52.4	98.83	68.49	52.75	99.27	68.89	52.42	98.39	68.4	51.7	98.36	67.77
Tent2026.06		44.12	52.33	47.88	54.27	94.51	68.95	54.6	97.37	69.97	54.33	96.65	69.56	51.83	85.22	64.09