Continual Learning on Stream S (10-way, 16-shot, Black-box) benchmark leaderboard · SOTA2 Research

Continual Learning on Stream S (10-way, 16-shot, Black-box)

88.6Transfer Accuracy (Pets)Zero-shot

Updated 1mo ago

Evaluation Results

Method	Links
Zero-shot2026.06		88.6	72.4	65.5	70.7	85.3	24.8	59.1	33.7	45.2	64.9	61	72.4	88.6	65.5	70.7	85.3	24.8	59.1	33.7	45.2	64.9	61	72.4	88.6	65.5	70.7	85.3	24.8	59.1	33.7	45.2	64.9	61
RAIL2026.06		88.6	—	65.5	70.7	85.3	24.8	59.1	33.7	45.2	64.9	59.7	82.7	91.9	78.1	86.7	85.2	33.9	64.7	43.7	47.5	62.6	67.7	94.1	92.6	81	96.1	86.8	43.9	75	68.3	85.9	81.9	80.6
BETA2026.06		88.6	—	62.8	69.7	76.2	23.9	61.9	38	49.5	67.2	59.8	89.9	92.1	79.7	88.9	82.5	35.4	66.3	46.8	57.3	68.8	70.8	93.4	92.8	83.9	97.1	86.8	46.9	74.7	67.8	88.4	83.1	81.5
CBBT2026.06		86.8	—	63.5	67.8	81.2	20.9	56.4	30.8	41.5	61.5	56.7	84.1	88.4	71.8	80.5	81.5	29.8	61.5	38.5	44.2	60.5	64.1	81.4	80.1	67.5	82.4	78.8	26.4	57.5	34.1	49.2	68.4	62.6
LFA2026.06		86.4	—	62.8	66.5	80.4	19.8	54.9	29.5	40.2	60.8	55.7	83.2	87.5	70.4	79.2	80.2	28.5	59.8	37.2	43.1	59.4	62.9	80.8	79.4	66.5	81.8	77.5	25.7	56.4	33.1	48.4	67.5	61.7
BlackVIP2026.06		84.5	—	61.5	65.2	78.5	18.7	53.4	28.6	39.4	59.2	54.3	81.1	85.8	68.5	77.4	78.8	26.7	57.9	35.5	41.2	57.2	61	78.5	77.8	64.5	79.8	75.4	23.8	54.4	31.2	46.5	65.4	59.7
LCS2026.06		84.1	—	60.5	64.2	77.8	17.5	52.8	27.2	38.6	58.4	53.5	80.2	84.9	67.5	76.5	77.5	25.4	56.5	34.1	40.2	56.1	59.9	77.5	76.5	63.2	78.5	74.2	22.5	53.2	30.1	45.2	64.1	58.7