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Degraded Frame Detection on LibriAugmented clean-partial-mixup (test)

92AUC (I0.7,0.7)CON1
1.5225.0148.571.99May 20, 2026

Evaluation results

MethodLinks
CON1Detection type=Embedding-based, Input representation=zscl, Training loss=with Lscl2026.05924.880.62
CON1Detection type=Embedding-based, Input representation=z-tilde, Training loss=with Lscl2026.05924.640.61
CON1Detection type=Embedding-based, Input representation=x, Training loss=with Lscl2026.05867.321
CON2Detection type=Embedding-based, Input representation=zscl, Training loss=with Lscl2026.05807.60.95
SUP2Detection type=Embedding-based, Input representation=x, Training loss=without Lscl2026.057911.070.95
CON2Detection type=Embedding-based, Input representation=x, Training loss=with Lscl2026.05789.511
CON2Detection type=MOS-based, Input representation=z-tilde, Training loss=with Lscl2026.0578——
CON1Detection type=MOS-based, Input representation=z-tilde, Training loss=with Lscl2026.0577——
SUP2Detection type=MOS-based, Input representation=zMOS, Training loss=without Lscl2026.0576——
SUP2Detection type=Embedding-based, Input representation=zMOS, Training loss=without Lscl2026.057210.791
SUP1Detection type=Embedding-based, Input representation=x, Training loss=without Lscl2026.056313.340.93
SUP1Detection type=MOS-based, Input representation=zMOS, Training loss=without Lscl2026.0559——
SUP1Detection type=Embedding-based, Input representation=zMOS, Training loss=without Lscl2026.054312.160.93
BaselineDetection type=Embedding-based, Input representation=x, Training loss=without Lscl2026.053015.291
BaselineDetection type=MOS-based, Input representation=zMOS, Training loss=without Lscl2026.0520——
BaselineDetection type=Embedding-based, Input representation=zMOS, Training loss=without Lscl2026.05716.611
CON2Detection type=Embedding-based, Input representation=z-tilde, Training loss=with Lscl2026.05526.71