Reserved English test set · real recorded noise

Real noise.
Paired truth.
Listen.

Forty held-out English clips with naturally noisy inputs and their aligned clean references, enhanced by the real-pair FishDAC model.

Checkpoint Frozen DAC 10 codebooks Solver Heun-4 Corruption None added
Overall MOS recovery
IPTV MOS recovery
Podcast MOS recovery
Held-out panel4020 IPTV · 20 podcast

Episode-disjoint test

No white noise this time.

The noisy column comes from real aligned recordings, passed through the same frozen 10-codebook codec used by the model. No synthetic corruption or target leakage is added. The clean reference receives the exact same resampling and gain as its paired noisy input. Quality is estimated with Microsoft DNSMOS P.835 OVRL on the exact MP3s below. Recovery is 100 × (enhanced MOS − noisy MOS) ÷ (clean MOS − noisy MOS), without clamping; values above 100% mean the estimator rated enhanced audio above its paired clean reference. Per-clip recovery is marked n/a when the clean/noisy MOS gap is under 0.1.

Ground truthAligned clean reference
Real noisyRecording → frozen codec
EnhancedHeun-4 → frozen decoder

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