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Continual Audio-Visual Sound Separation on VGGSound 13 (test)

5.57SDRUpper Bound
3.61484.12244.635.1376Nov 5, 2024

Evaluation results

MethodLinks
Upper BoundBackbone=iQuery2024.115.579.1913.24
ContAV-SepContinual learning strategy=Continual Audio-Visual Sound Separation2024.114.99.2511.73
iQuery + LwFContinual learning strategy=LwF, Memory usage=20 samples per class, Backbone=iQuery2024.114.718.8911.7
iQuery + AV-CILContinual learning strategy=AV-CIL, Memory usage=20 samples per class, Backbone=iQuery2024.114.698.6111.6
iQuery + PLOPContinual learning strategy=PLOP, Memory usage=20 samples per class, Backbone=iQuery2024.114.568.3212.34
iQuery + Fine-tuningContinual learning strategy=Fine-tuning, Backbone=iQuery2024.113.697.2312.84