TOS Classification on SUN

76.54Leaf AccuracyPromptSRC + Alignment across Trees

Evaluation results

Method
PromptSRC + Alignment across Trees2025.10	76.54	69.18	—	86.2
Alignment across Trees2025.10	76.54	69.18	—	86.2
PromptSRC2025.10	75.75	45.23	—	59.42
PromptSRC + ProTeCt2025.10	75.54	66.01	—	84.75
MaPLe + Alignment across Trees2025.10	75.47	68.67	—	86.02
CoOp2023.06	74.59	62.94	83.51	—
CoOp2023.06	73.82	38.28	52.99	—
MaPLe2023.06	72.17	59.71	82.27	—
MaPLe + ProTeCt2025.10	72.17	59.71	—	82.27
Alignment across Trees2025.10	72.04	58.42	—	79.74
ProTeCt2025.10	71.94	57.06	—	79.12
MaPLe2023.06	71.86	33.25	54.29	—
MaPLe2025.10	71.86	33.25	—	54.29
PromptSRC2025.10	71.5	47.05	—	58.93
PromptSRC + Alignment across Trees2025.10	70.64	57.79	—	79.94
PromptSRC + ProTeCt2025.10	70.61	55.52	—	78.73
PromptSRC2025.10	70.58	42.14	—	57.19
Alignment across Trees2025.10	69.82	57.09	—	78.61
ProTeCt2025.10	69.8	53.74	—	76.37
MaPLe2025.10	69.45	33.31	—	55.82
MaPLe + Alignment across Trees2025.10	67.57	57.92	—	80.55
MaPLe2023.06	64.29	50.45	76.73	—
MaPLe + ProTeCt2025.10	64.29	50.45	—	76.73
MaPLe2023.06	63.98	25.15	50.31	—
MaPLe2025.10	63.98	25.15	—	50.31
CoOp2023.06	63.79	49.62	76.25	—
CoOp2023.06	63.65	33.36	51.2	—
HYCOCLIP2025.10	58.4	26.52	—	48.98
MERU2025.10	53.67	20.6	—	45.88