Online Test-Time Adaptation on 11 VLM Downstream Datasets (test) benchmark leaderboard · SOTA2 Research

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