Multi-Task Incremental Learning on MTIL Suite (11 Datasets) benchmark leaderboard · SOTA2 Research

Multi-Task Incremental Learning on MTIL Suite (11 Datasets)

96.8Caltech101 AccuracyDual-RAIL

Evaluation Results

Method	Links
Dual-RAIL2025.03		96.8	52.5	83.3	80.1	96.4	99	89.9	98.8	93.5	85.5	79.2	86.8
Primal-RAIL2025.03		96.5	51.9	82.8	80	96	98.7	89.7	98.8	93.3	84.8	78.7	86.5
DPeCLIP2025.03		95.6	49.9	85.8	78.6	98.4	95.8	92.1	99.4	94	84.5	81.7	86.9
ConDU (LoRA)2025.03		95.2	48.9	87.8	78.5	96.3	95.2	91.7	97.6	93	85.3	78.8	86.2
Individual FT2025.03		95.1	62	89.6	79.5	98.9	97.5	92.7	99.6	94.7	89.6	81.8	89.2
CoLeCLIP2025.03		94.9	48.7	78.8	78.4	88.9	96.3	91.1	97.6	94.4	82.7	80.2	84.7
MoE2025.03		94.7	34.6	82.7	76.9	97.7	94.8	91.9	99.4	94.7	80.9	80.5	84.4
ConDU (FT)2025.03		93.7	58.6	86.6	76.1	98.2	93.4	91.9	99.6	94.8	84.9	80.5	87.1
iCaRL2025.03		93	35.8	77	70.2	83.3	88.5	90.4	86.7	93.2	81.2	81.9	80.1
MulKI2025.03		93	49.7	82.8	73.7	96.2	92.3	90.4	99	94.8	85.2	78.9	85.1
ZSCL2025.03		92.2	40.6	81.3	70.5	94.8	90.5	91.9	98.7	93.9	85.3	80.2	83.6
MA2025.03		92.2	49.8	86.1	78.1	95.7	94.3	89.5	98.1	89.9	81.6	80	85
WiSE-FT2025.03		90.8	27.2	68	68.9	86.9	74	87.6	99.6	92.6	77.8	81.3	77.7
LwF-VR2025.03		89.8	20.5	72.3	67.6	85.5	73.8	85.7	99.6	93.1	73.3	80.9	76.6
Continual FT2025.03		89.3	31	65.8	67.3	88.9	71.1	85.6	99.6	92.9	77.3	81.1	77.3
Zero-shot2025.03		88.4	24.3	68.2	44.6	54.9	71	88.5	59.4	89	64.7	65.2	65.3
Primal-RAIL2025.03		88.4	—	68.2	44.6	54.9	71	88.5	59.6	89	64.7	65.2	69.4
Dual-RAIL2025.03		88.4	—	68.2	44.6	54.9	71	88.5	59.6	89	64.7	65.2	69.4
MoE2025.03		88.2	—	66.9	44.7	54.1	70.6	88.4	59.5	89	64.7	65	69.1
CoLeCLIP2025.03		88.2	—	65.1	44.7	54.1	68.8	88.5	59.5	89	64.7	65.1	68.8
DPeCLIP2025.03		88.2	—	67.2	44.7	54	70.6	88.2	59.5	89	64.7	64.8	69.1
ConDU (LoRA)2025.03		88.1	—	68.9	45.7	57	71.3	88.8	61.2	89.3	65.1	67.8	70.3
ConDU (FT)2025.03		88.1	—	68.9	46.4	57.1	71.4	88.7	65.5	89.3	65	67.8	70.8
MA2025.03		87.9	—	68.2	44.4	49.9	70.7	88.7	59.7	89.1	64.5	65.5	68.9
MulKI2025.03		87.8	—	69	46.7	51.8	71.3	88.3	64.7	89.7	63.4	68.1	70.1
LwF2025.03		87.5	26.3	71.9	66.6	79.9	66.9	83.8	99.6	92.1	66.1	80.4	74.6
ZSCL2025.03		86	—	67.4	45.4	50.4	69.1	87.6	61.8	86.8	60.1	66.8	68.1
LwF-VR2025.03		77.1	—	61	40.5	45.3	54.4	74.6	47.9	76.7	36.3	58.6	57.2
LwF2025.03		74.5	—	56.9	39.1	51.1	52.6	72.8	60.6	75.1	30.3	55.9	58.9
WiSE-FT2025.03		73.5	—	55.6	35.6	41.5	47	68.3	53.9	69.3	26.8	51.9	52.3
Continual FT2025.03		67.1	—	46	32.1	35.6	35	57.7	44.1	60.8	20.5	46.6	44.6
iCaRL2025.03		56.6	—	44.6	32.7	39.3	46.6	68	46	77.4	31.9	60.5	50.4