ResearchBenchmarksContinual Image Personalization on ImageNet (test)Follow83.3V1 Image Adaptation ScoreFL2T80.781.37582.0582.725Jan 5, 2026Evaluation ResultsMethodMethodLinksV1 Image Adaptation ScoreV1 Task Adaptation ScoreV2 Image Adaptation ScoreV2 Task Adaptation ScoreV3 Image Adaptation ScoreV3 Task Adaptation ScoreV4 Image Adaptation ScoreV4 Task Adaptation ScoreV5 Image Adaptation ScoreV5 Task Adaptation ScoreV6 Image Adaptation ScoreV6 Task Adaptation ScoreV7 Image Adaptation ScoreV7 Task Adaptation ScoreV8 Image Adaptation ScoreV8 Task Adaptation ScoreV9 Image Adaptation ScoreV9 Task Adaptation ScoreV10 Image Adaptation ScoreV10 Task Adaptation ScoreAverage Image Adaptation ScoreAverage Task Adaptation ScoreFL2Tguidance=proxyguidance=proxy2026.0183.374.875.773.182.179.884.483.383.383.784.870.278.773.988.177.583.380.292.686.883.779CIDM2026.0180.874.171.477.981.381.78382.679.283.784.569.676.772.387.573.782.279.98582.881.278.5