TOS Classification on Cifar100

85.58Leaf AccuracyAlignment across Trees

Evaluation Results

Method
Alignment across Trees2025.10	85.58	67.66	—	—	91.74
PromptSRC2025.10	85.43	14.06	—	—	63.56
ProTeCt2025.10	85.36	64.76	—	—	91.19
Alignment across Trees2025.10	82.85	50.37	—	—	85.37
PromptSRC2025.10	82.77	14.39	—	—	59.31
Alignment across Trees2025.10	82.76	66.42	—	—	91.01
ProTeCt2025.10	82.66	61.84	—	—	89.65
MaPLe2025.10	82.6	9.94	—	—	61.46
ProTeCt2025.10	81.91	49.47	—	—	84.88
Alignment across Trees2025.10	79.2	51.1	—	—	86.3
MaPLe2025.10	79.05	8.17	—	—	55.54
PromptSRC + Alignment across Trees2025.10	78.9	68.47	—	—	91.12
Alignment across Trees2025.10	78.9	68.47	—	—	91.12
PromptSRC + ProTeCt2025.10	78.76	66.74	—	—	90.79
ProTeCt2025.10	78.4	45.4	—	—	82.93
MaPLe + Alignment across Trees2025.10	77.92	69.38	—	—	90.89
PromptSRC2025.10	77.71	15.07	—	—	56.86
MaPLe2023.06	75.34	61.15	88.04	88.33	—
MaPLe + ProTeCt2025.10	75.34	61.15	—	—	88.04
MaPLe2023.06	75.01	17.54	52.21	50.82	—
MaPLe2025.10	75.01	17.54	—	—	52.21
Alignment across Trees2025.10	74.89	42.87	—	—	81.72
PromptSRC2025.10	74.86	11.95	—	—	55.41
ProTeCt2025.10	73.82	42.36	—	—	80.53
PromptSRC + Alignment across Trees2025.10	73.54	51.91	—	—	85.76
PromptSRC + ProTeCt2025.10	73.07	49.54	—	—	85.16
CoOp2023.06	72.94	56.85	87.69	87.3	—
CoOp2023.06	72.88	10.04	50.64	51.14	—
Alignment across Trees2025.10	72.52	45.79	—	—	81.84
PromptSRC2025.10	72.48	14.36	—	—	51.91
MaPLe2025.10	71.45	7	—	—	54.14
MaPLe + Alignment across Trees2025.10	71.37	53.19	—	—	85.29
ProTeCt2025.10	70.03	39.37	—	—	77.34
MaPLe2023.06	69.33	48.1	83.36	83.78	—
MaPLe + ProTeCt2025.10	69.33	48.1	—	—	83.36
MaPLe2023.06	68.75	4.65	50.6	54.99	—
MaPLe2025.10	68.75	4.65	—	—	50.6
CoOp2023.06	66.88	41.01	81.64	81.01	—
CoOp2023.06	65.03	7.81	41.78	44.17	—
HYCOCLIP2025.10	60.21	9.31	—	—	42.96
MERU2025.10	48.57	8.42	—	—	37.72