Image Classification on MTIL Transfer (test) benchmark leaderboard · SOTA2 Research

Image Classification on MTIL Transfer (test)

93Caltech101IAP

Evaluation Results

Method	Links
IAP2026.06		93	—	68.7	44	47	70.4	85.9	63.5	89.7	66.2	63.3	69.2
DIKI2026.06		92.9	—	69.1	43.2	43.9	65.4	85.3	56	88.4	64	65.6	67.4
Zero-shot2026.06		88.4	24.8	68.2	44.6	54.9	71	88.5	59.4	89	64.7	65.4	—
MoE-Adapters2026.06		87.9	—	68.2	44.4	49.9	70.7	88.7	59.7	89.1	64.5	65.5	68.9
KeepLoRA++cls2026.06		86.1	—	69.9	44.4	54.5	71.3	89.1	64.8	90.8	63.6	66.4	70.1
ZSCL2026.06		86	—	67.4	45.4	50.4	69.1	87.6	61.8	86.8	60.1	66.8	68.1
KeepLoRA++2026.06		85.5	—	69.5	45.8	55.1	70.7	88.1	64.9	90.6	60	65.1	69.5
InfLoRA2026.06		84.3	—	67.4	44.3	50.6	68.2	87.1	62.7	88.7	57.8	62.8	67.4
SD-LoRA2026.06		82.3	—	67.5	44.4	51	67.9	87.2	61.1	88.4	58.2	63.4	67.1
O-LoRA2026.06		80.8	—	68	44.5	49.8	67.5	86.7	59.3	88.7	56.1	63.6	66.5
LwF-VR2026.06		77.1	—	61	40.5	45.3	54.4	74.6	47.9	76.7	36.3	58.6	57.2
LwF2026.06		74.5	—	56.9	39.1	51.1	52.6	72.8	60.6	75.1	30.3	55.9	56.9
WiSE-FT2026.06		73.5	—	55.6	35.6	41.5	47	68.3	53.9	69.3	26.8	51.9	52.3
S-Prompts2026.06		67.3	—	49.4	26.7	39.7	47.1	70.2	34.3	78.9	56.7	52.2	52.2
L2P2026.06		65.6	—	50.9	30.4	41.4	49.3	71.8	36.3	77.5	55.3	53.4	53.2
DualPrompt2026.06		56.7	—	51.4	28.7	33.7	45.6	70.9	59.5	77.7	49.5	50.4	52.4
iCaRL2026.06		56.6	—	44.6	32.7	39.3	46.6	68	46	77.4	31.9	60.5	50.4