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Online Test-Time Adaptation on 11 VLM Downstream Datasets (test)

69.5Average AccuracyStatA

Evaluation results

Method	Links
StatA2025.01		69.5	71.9	66	27.9	51.8	74.7	89.3	94.8	76.4	94.4	47	69.8
StatA2025.01		69.1	71.7	64.9	28.9	48.2	75.2	88.9	95.2	77.6	94.3	45.8	69
StatA2025.01		68.9	69.6	65.9	27.3	52.3	73.2	89.1	94.6	75.6	94.3	46.8	69.7
TDA2025.01		67.7	68.3	66	25.4	60.6	66.9	86.1	89.6	72.5	93.4	45.5	71
DMN2025.01		67.2	68	64.8	24.9	59.8	67	84.2	89.9	73.3	92.2	44.8	70.3
TDA2025.01		67.1	68.2	65.6	25.2	56.5	66.5	85.8	89.3	72.6	93.5	45.2	70.1
StatA2025.01		67	66.2	63.6	24.3	52.3	67.4	88	92.5	72.7	94.2	46.8	68.8
TDA2025.01		66.8	67.9	65.1	25.1	55.3	66.3	85.5	89	72.5	93.6	45.1	69.7
MTA2025.01		66.6	69.3	64.8	27.4	46.9	68	87.2	89.4	71.7	94	44.4	69
TDA2025.01		66.6	67.4	64.6	24.9	55.3	65.9	85.2	88.9	72.3	93.6	45	69.6
DMN2025.01		66.5	68	64.8	24.9	56.2	66.8	81.9	89	73	92.1	44.9	69.6
DMN2025.01		66.3	67.9	64.8	24.9	56.3	66.8	79.9	88.9	72.9	92.1	44.8	69.4
TENT2025.01		65.8	66.6	64.5	24.6	51.8	65.7	85.9	89.3	70.6	93.4	44	67.8
DMN2025.01		65.8	67.7	64.7	24.9	55.1	66.7	78.5	88	72.8	91.9	44.8	69
TENT2025.01		65.5	66.7	64.3	24.6	47.9	65.6	85.9	89.4	70.6	93.3	44	67.8
TENT2025.01		65.3	66.8	64.3	24.8	45.6	65.6	86.1	89.4	70.5	93.4	44	67.9
CLIP2025.01		65.2	66.6	62.5	24.7	48.3	65.6	85.9	89.1	70.7	93.2	43.5	67.5
TENT2025.01		64.5	66.7	64.2	24.7	37	65.6	86.1	89.3	70.8	93.4	43.9	67.9