ResearchBenchmarksAudio-Visual Class-Incremental Learning on VS100 CIFollow79.64Mean AccuracyOurs24.072838.498952.92567.3511Jun 9, 2026Evaluation ResultsMethodMethodLinksMean AccuracyAverage ForgettingOursBackbone=SAM-AudioBackbone=SAM-Audio2026.0679.640.34AV-CIL2026.0672.85.49SS-IL2026.0669.29.75iCaRL-FCClassifier=FCClassifier=FC2026.0664.2229.94AFC-NMEClassifier=NMEClassifier=NME2026.0661.4123.3LwF2026.0659.3423.01AFC-LSCClassifier=LSCClassifier=LSC2026.0657.7629.64iCaRL-NMEClassifier=NMEClassifier=NME2026.0656.1912.8Fine-tuning2026.0626.2189.37