ResearchBenchmarksAudio-Visual Class-Incremental Learning on AVE-CIFollow88.72Mean AccuracyOurs40.547253.053665.5678.0664Jun 9, 2026Evaluation ResultsMethodMethodLinksMean AccuracyAverage ForgettingOursBackbone=SAM-AudioBackbone=SAM-Audio2026.0688.722.14AV-CIL2026.0674.047.63AFC-NMEClassifier=NMEClassifier=NME2026.0668.4614.18iCaRL-FCClassifier=FCClassifier=FC2026.0665.8826.08AFC-LSCClassifier=LSCClassifier=LSC2026.0665.2128.11SS-IL2026.0661.9422.49LwF2026.0658.0726.9iCaRL-NMEClassifier=NMEClassifier=NME2026.0656.1511.71Fine-tuning2026.0642.470.99