Test-Time Adaptation on Oxford-IIIT Pet (test) benchmark leaderboard · SOTA2 Research

Test-Time Adaptation on Oxford-IIIT Pet (test)

88.28iNaturalist AccSDDE

Evaluation Results

Method	Links
DDE2026.06		88.28	99.97	93.76	88.72	99.14	93.64	88.74	99.63	93.87	88.58	96.88	92.54	88.58	98.9	93.45
AdaNeg2026.06		88.06	99.49	93.43	87.98	91.72	89.81	88.25	94.56	91.3	88.23	91.29	89.73	88.13	94.26	91.07
DMN2026.06		87.98	97.62	92.55	87.9	97.55	92.47	88.17	96.77	92.27	88.12	96.91	92.31	88.04	97.21	92.4
AdaND2026.06		85.81	98.78	91.84	85.82	98.19	91.59	85.86	98.68	91.82	85.88	96.58	90.92	85.84	98.06	91.54
OODD2026.06		85.04	99.99	91.91	85.58	99.96	92.21	85.69	99.82	92.22	85.58	99.74	92.12	85.47	99.88	92.12
Tent2026.06		80.07	78.09	79.07	81.19	68.3	74.19	81.48	74.72	77.95	80.64	62.51	70.43	80.84	70.91	75.41
ZS-CLIP2026.06		78.58	88.3	83.16	79.75	87.3	83.35	80.2	91.16	85.33	79.59	84.17	81.82	79.53	87.73	83.41
TPT2026.06		77.56	89.71	83.19	78.87	89.82	83.99	79.17	92.26	85.22	78.62	87.32	82.74	78.56	89.78	83.78