Image Classification on ImageNet to 10 Target Datasets (test)

72.33ImageNet AccuracyDeKgTCP

Evaluation results

Method
DeKgTCP2025.12	72.33	94.73	90.02	65.49	72.39	86.59	25.05	67.19	44.47	51.37	68.78	66.61
TAP2025.12	72.3	94.3	90.7	65.6	70.93	86.1	24.57	68.3	50.2	46	68.9	66.56
IPO2024.10	72.15	94.34	90.96	66.1	72.75	86.75	25.14	67.97	47.01	48.56	69.23	67.36
CoOp + SpecPL2026.05	72.12	94.12	90.62	63.66	71.13	86.09	23.85	65.71	45.04	53.54	67.38	66.11
MMRL + SpecPL2026.05	72.07	94.85	91.99	66.48	72.96	86.86	26.58	67.94	46.43	52.88	69.1	67.61
MMRL2025.03	72.03	94.67	91.43	66.1	72.77	86.4	26.3	67.57	45.9	53.1	68.27	67.25
MMRL2026.05	72.03	94.67	91.43	66.1	72.77	86.4	26.3	67.57	45.9	53.1	68.27	67.25
TransAgent2024.10	72	94.37	90.33	65.43	71.4	86.47	23.2	66.2	45.3	52.13	69.93	66.48
DroPLe2025.12	71.94	94.77	91.06	66.18	72.37	86.17	26.36	67.33	47.45	52.63	68.46	67.28
HPT++2024.08	71.81	94.02	92.16	65.55	72.43	86.34	28.6	68.78	51.02	50.76	70.53	68.02
CDC2024.10	71.76	94.47	90.77	66.27	72.67	86.27	24.5	68.07	46.6	49.13	68.6	66.73
HPT2023.12	71.72	94.2	92.63	66.33	74.84	86.21	25.68	68.75	50.87	47.36	70.5	67.74
HPT2024.08	71.72	94.2	92.63	66.33	74.84	86.21	25.68	68.75	50.87	47.36	70.5	67.74
CoOp2022.10	71.51	93.7	89.14	64.51	68.71	85.3	18.47	64.15	41.92	46.39	66.55	63.88
CoOp2023.12	71.51	93.7	89.14	64.51	68.71	85.3	18.47	64.15	41.92	46.39	66.55	63.88
CoOp2023.11	71.51	93.7	89.14	64.51	68.71	85.3	18.47	64.15	41.92	46.39	66.55	63.88
CoOp2024.08	71.51	93.7	89.14	64.51	68.71	85.3	18.47	64.15	41.92	46.39	66.55	63.88
CoOp2024.10	71.51	93.7	89.14	64.51	68.71	85.3	18.47	64.15	41.92	46.39	66.55	63.88
CoOp2024.10	71.51	93.7	89.14	64.51	68.71	85.3	18.47	64.15	41.92	46.39	66.55	63.88
CoOp2024.10	71.51	93.7	89.14	64.51	68.71	85.3	18.47	64.15	41.92	46.39	66.55	63.88
CoOp2025.03	71.51	93.7	89.14	64.51	68.71	85.3	18.47	64.15	41.92	46.39	66.55	63.88
CoOp2025.12	71.51	93.7	89.14	64.51	68.71	85.3	18.47	64.15	41.92	46.39	66.55	63.88
CoOp2026.05	71.51	93.7	89.14	64.51	68.71	85.3	18.47	64.15	41.92	46.39	66.55	63.88
TCP2025.03	71.4	93.97	91.25	64.69	71.21	86.69	23.45	67.15	44.35	51.45	68.73	66.29
ProMetaR2025.12	71.29	93.74	90.59	65.83	71.13	86.39	24.78	67.41	47.08	45.02	69.5	66.15
PromptSRC2023.11	71.27	93.6	90.25	65.7	70.25	86.15	23.9	67.1	46.87	45.5	68.75	65.81
PromptSRC2024.08	71.27	93.6	90.25	65.7	70.25	86.15	23.9	67.1	46.87	45.5	68.75	65.81
PromptSRC2024.10	71.27	93.6	90.25	65.7	70.25	86.15	23.9	67.1	46.87	45.5	68.75	65.81
PromptSRC2025.03	71.27	93.6	90.25	65.7	70.25	86.15	23.9	67.1	46.87	45.5	68.75	65.81
PSRC2025.12	71.27	93.6	90.25	65.7	70.25	86.15	23.9	67.1	46.87	45.5	68.75	65.81
Co-CoOp2022.10	71.02	94.43	90.14	65.32	71.88	86.06	22.94	67.36	45.73	45.37	68.21	65.74
CoCoOp2023.12	71.02	94.43	90.14	65.32	71.88	86.06	22.94	67.36	45.73	45.37	68.21	65.74
CoCoOp2023.11	71.02	94.43	90.14	65.32	71.88	86.06	22.94	67.36	45.73	45.37	68.21	65.74
CoCoOp2024.08	71.02	94.43	90.14	65.32	71.88	86.06	22.94	67.36	45.73	45.37	68.21	65.74
CoCoOp2024.10	71.02	94.43	90.14	65.32	71.88	86.06	22.94	67.36	45.73	45.37	68.21	65.74
Co-CoOp2024.10	71.02	94.43	90.14	65.32	71.88	86.06	22.94	67.36	45.73	45.37	68.21	65.74
CoCoOp2024.10	71.02	94.43	90.14	65.32	71.88	86.06	22.94	67.36	45.73	45.37	68.21	65.74
Co-CoOp2025.03	71.02	94.43	90.14	65.32	71.88	86.06	22.94	67.36	45.73	45.37	68.21	65.74
MMA2025.03	71	93.8	90.3	66.13	72.07	86.12	25.33	68.17	46.57	49.24	68.32	66.61
TEn2023.11	70.88	93.91	90.72	71.94	72.59	86.68	26.03	66.07	49.31	48.18	69.14	67.46
CoPrompt2024.08	70.8	94.5	90.73	65.67	72.3	86.43	24	67.57	47.07	51.9	69.73	67
CoPrompt2025.12	70.8	94.5	90.73	65.67	72.3	86.43	24	67.57	47.07	51.9	69.73	67
MaPLe2022.10	70.72	93.53	90.49	65.57	72.23	86.2	24.74	67.01	46.49	48.06	68.69	66.3
MaPLe2023.12	70.72	93.53	90.49	65.57	72.23	86.2	24.74	67.01	46.49	48.06	68.69	66.3
MaPLe2023.11	70.72	93.53	90.49	65.57	72.23	86.2	24.74	67.01	46.49	48.06	68.69	66.3
MaPLe2024.08	70.72	93.53	90.49	65.57	72.23	86.2	24.74	67.01	46.49	48.06	68.69	66.3
MaPLe2024.10	70.72	93.53	90.49	65.57	72.23	86.2	24.74	67.01	46.49	48.06	68.69	66.3
MaPLe2024.10	70.72	93.53	90.49	65.57	72.23	86.2	24.74	67.01	46.49	48.06	68.69	66.3
MaPLe2025.03	70.72	93.53	90.49	65.57	72.23	86.2	24.74	67.01	46.49	48.06	68.69	66.3
KgCoOp2025.12	70.66	93.92	89.83	65.41	70.01	86.36	22.51	66.16	46.35	46.04	68.5	65.51
CLIP2023.11	66.72	92.94	89.07	65.29	71.3	86.11	24.87	62.62	44.56	47.69	66.77	65.12
CLIP2024.10	66.72	92.94	89.07	65.29	71.3	86.11	24.87	62.62	44.56	47.69	66.77	65.12