Image Classification on MTIL task-agnostic (test)

62Aircraft AccuracyIndividual FT

Evaluation results

Method
Individual FT2025.03	62	95.1	89.6	79.5	98.9	97.5	92.7	99.6	94.7	89.6	81.8	89.2
ConDU (FT)2025.03	59.7	90.4	83.6	67	81.8	83.6	90.2	75	90.8	68.7	68.4	78.1
ConDU (FT)2025.03	58.6	90.8	86.3	74	96.3	93.4	91.9	99.6	94.7	84.9	80.1	86.4
KeepLoRA++cls2026.06	58.4	96.6	84.5	67.5	82.4	84.7	90.9	77.4	92	68	67.9	79.1
KeepLoRA++2026.06	56.1	95.8	83.9	66.3	82.6	82.6	90	77.5	91.7	64.6	66.7	78
InfLoRA2026.06	53.6	95.6	82.8	65	80.9	79.6	89.1	76.1	90.2	62.3	64.5	76.3
ConDU (LoRA)2025.03	51.8	94.4	84.2	68.8	80	84.1	90	77.1	88.9	68.8	69.3	78
MoE-Adapters2026.06	50.2	91.9	83.1	69.4	78.9	84	89.1	73.7	89.3	67.7	66.9	76.7
DPeCLIP2025.03	49.9	85.3	81.5	65.3	81.6	84.3	89.9	74	90.4	68.3	66.2	76.1
DPeCLIP2025.03	49.9	84.2	83.2	71.1	97	95.8	92	99.4	93.9	84.5	80.2	84.6
ConDU (LoRA)2025.03	48.4	94.4	87.3	77.1	94.1	94.3	90.8	96.2	90.8	84.3	78.1	85.1
CoLeCLIP2025.03	48.2	77.8	71.7	65.7	76.8	83.8	89.6	72.2	90.3	68	66.4	73.7
CoLeCLIP2025.03	48.1	73.1	65.2	69.6	84	96.2	90.9	94.6	93.5	82.6	79.3	79.7
ZSCL2025.03	46.3	68.3	74.3	56.3	79.1	81.4	89.5	74	89	64.4	67.5	71.8
IAP2026.06	45.9	95.8	83.3	66.5	79.5	84.8	87.5	76.6	91	69.2	64.5	76.8
DIKI2026.06	45.4	95.7	83	65	78.2	82.5	87.1	71.7	90	67.2	66.6	75.7
Dual-RAIL2025.03	45.2	94.4	74.7	70.7	87.3	97.9	86.5	92.8	91.9	81.7	76.7	81.8
ZSCL2026.06	45.1	92	80.1	64.3	79.5	81.6	89.6	75.2	88.9	64.7	68	75.4
Dual-RAIL2025.03	45	88.8	57.8	56.8	66.2	81	85.2	63.4	87.8	68.9	64.7	69.6
ZSCL2025.03	42.5	64.4	67.2	54.8	89.7	90.4	91.7	95.8	93.4	85.2	78.3	77.6
Primal-RAIL2025.03	42.4	88.5	57.1	55.7	64.7	80.7	83	62.9	84.8	68.7	63.7	68.4
Primal-RAIL2025.03	41.9	94	73.7	67.8	84.4	97	83.4	92.6	86.9	75.7	71.4	79
O-LoRA2026.06	39.8	93.2	78.3	61.7	78.9	76.3	88.5	73.9	90.1	60.2	65.2	73.3
L2P2026.06	38	85.2	78.2	61.3	72.9	74.9	79.7	59.1	82	59.7	55.4	67.9
DualPrompt2026.06	37.8	84.3	78.6	60.1	71.1	73.2	79.1	73.9	82.3	55.1	52.8	68
S-Prompts2026.06	37.5	92.5	77.5	58.2	76.4	74.1	78.8	57.9	83	60.8	54.4	68.3
MoE2025.03	37.2	65.3	79.5	67.6	19.7	83.1	80.5	74	88.5	67.5	65.3	66.2
SD-LoRA2026.06	36.7	92.2	80.2	55.9	77.5	73.2	89.2	74.9	89.8	62.5	65	72.5
LwF2026.06	36.3	86.9	72	59	73.7	60	73.6	74.8	80	37.3	58.1	64.7
iCaRL2026.06	35.5	89.2	72.2	60.6	68.8	70	78.2	62.3	81.8	41.2	62.5	65.7
MoE2025.03	34.1	47.6	80.9	75.5	0	93	70.8	99.4	86.4	79.8	68.9	66.9
Continual FT2025.03	31	89.3	65.8	67.3	88.9	71.1	85.6	99.6	92.9	77.3	81.1	77.3
LwF-VR2026.06	29.6	87.7	74.4	59.5	72.4	63.6	77	66.7	81.2	43.7	60.7	65.1
WiSE-FT2026.06	26.7	86.5	64.3	57.1	65.7	58.7	71.1	70.5	75.8	36.9	54.6	60.7
Continual FT2025.03	25.5	81.5	59.1	53.2	64.7	51.8	63.2	64.3	69.7	31.8	49.7	55.9
Zero-shot2025.03	24.4	63.7	41	39.3	53	70	88.4	39.6	88.9	64.5	63.3	57.8