Continual Image Personalization on CIFC (test) benchmark leaderboard · SOTA2 Research

Continual Image Personalization on CIFC (test)

84.4IA V1FL2T

Evaluation Results

Method	Links
FL2T2026.01		84.4	74	86.1	81.6	84.4	70.1	82.2	81.1	87.2	78	69.3	72.9	85.3	70.4	60.7	77.6	82.1	76.6	76.5	71.6	79.8	75.4
CIDM2026.01		83.6	75.3	86.4	78.1	82.9	74	80.8	81.1	86.5	78.2	69.5	70.1	73.7	74.7	56.9	74.3	82.4	73.5	75.9	70.2	78	74.8
CLoRA2026.01		83.2	69.4	83.4	78	81.1	74.1	80.6	78.8	84.9	76.4	66.3	69.6	76.2	76.7	58.1	73.9	83	69	72.1	71.8	76.9	73.6
FL2T2026.01		82.4	76.1	83.9	82.5	80.9	74.9	78.8	82.5	84.6	79.8	66	74.2	82.9	73.7	59.8	76.3	81.8	73.4	75.6	71.6	77.7	76.5
FL2T2026.01		81.8	74.8	84.6	82.2	80.1	75.9	77.9	81.3	85.2	79.2	76.7	72	83.9	72.3	59.3	77.1	82.2	73.4	76.7	72.2	78.8	76
LWF2026.01		80.4	70.8	79.7	75.2	80.9	71	77.4	77.4	80.9	76	61.8	71.7	73.2	76.3	53.5	72.9	78.1	72.5	74.7	70	74.1	73.4
EWC2026.01		78.7	67.1	83.8	77.5	80.4	72.7	80.3	77.9	80.7	76.7	64	72.3	76.5	74.2	57.1	72	84.4	66	73.1	70.4	75.9	72.7
L2DM2026.01		78.7	68.6	86.3	79.5	76.6	70.1	80.7	73	86.8	76.7	70.8	67.7	70	75.9	59.3	74.1	77.7	71.8	74.1	69.4	76.1	72.7
Finetuning2026.01		77.6	64.4	82.2	74.6	79	69.4	77.6	68.6	79.6	75	62.9	70	71.5	76.7	53.7	69.2	81.4	65.4	72.1	67.2	73.7	70