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Image Classification on MTIL Last (test)

57.8Accuracy (Aircraft)KeepLoRA++cls

Evaluation results

Method	Links
KeepLoRA++cls2026.06		57.8	97.6	87.6	76.3	98.2	95.8	92.9	99.5	95	87.7	83.1	88.3
KeepLoRA++2026.06		54	96.6	86.5	72.5	98.3	91.4	92.1	99.5	94.5	84.6	82.2	86.6
InfLoRA2026.06		51.1	96.5	85.1	70.7	98.1	87.7	91.3	99.4	94.2	82	81.4	85.2
MoE-Adapters2026.06		49.8	92.2	86.1	78.1	95.7	94.3	89.5	98.1	89.9	81.6	80	85
IAP2026.06		46.8	96.1	86.7	75.2	98.1	97	89.6	99.4	94.7	82.8	76.7	85.7
DIKI2026.06		45.4	95.9	86	73	97.8	96.8	89.3	99.3	94.4	81.8	76.4	85.1
ZSCL2026.06		40.6	92.2	81.3	70.5	94.8	90.5	91.9	98.7	93.9	85.3	80.2	83.6
L2P2026.06		38	87.1	84.2	72.9	86	96.1	89.2	99	94.1	79.6	76	82
DualPrompt2026.06		37.8	87.1	84.6	71.8	89.2	96.3	89.1	99.1	94.5	79.9	76.5	82.3
S-Prompts2026.06		37.5	95.1	83.7	70.2	97.5	96.5	89	99.1	94	79.5	75.8	83.4
iCaRL2026.06		35.8	93	77	70.2	83.3	88.5	90.4	86.7	93.2	81.2	81.9	80.1
O-LoRA2026.06		31.4	91.8	75.7	61.1	89	76	88.9	99.1	92.3	74.8	81.3	78.3
SD-LoRA2026.06		31.1	92.3	79.8	57.4	88.7	76.1	90.6	99	92.9	81.3	81.6	79.2
WiSE-FT2026.06		27.2	90.8	68	68.9	86.9	74	87.6	99.6	92.6	77.8	81.3	77.7
LwF2026.06		26.3	87.5	71.9	66.6	79.9	66.9	83.8	99.6	92.1	66.1	80.4	74.6
LwF-VR2026.06		20.5	89.8	72.3	67.6	85.5	73.8	85.7	99.6	93.1	73.3	80.9	76.6