TIMIT
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Anti-steganalysis | TIMIT | P_E10.23 | 99 | |
| Phoneme Recognition | TIMIT (test) | PER8.3 | 52 | |
| Word alignment | TIMIT (test) | Alignment Accuracy (t ≤ 50)92.3 | 39 | |
| Phoneme Recognition | TIMIT (dev) | PER7.4 | 33 | |
| Speech Enhancement | TIMIT Baby-cry noise | PESQ2.277 | 24 | |
| Speech Enhancement | TIMIT Cafeteria noise | PESQ2.458 | 24 | |
| Speech Enhancement | TIMIT Crowd-party noise | PESQ2.447 | 24 | |
| Speech Enhancement | TIMIT Helicopter noise | PESQ2.677 | 24 | |
| Phone recognition | TIMIT (test) | Frame Error Rate17.3 | 23 | |
| Phoneme Recognition | TIMIT core (test) | PER10.3 | 20 | |
| Spoken Term Detection | TIMIT OOV | MAP69 | 18 | |
| Spoken Term Detection | TIMIT (IV) | MAP0.74 | 18 | |
| Audio Classification | TIMIT 3 (test) | Average Top-1 Acc95.22 | 18 | |
| Phone Alignment | TIMIT | Mean Alignment Error (ms)11.26 | 16 | |
| Log-magnitude STFT prediction | TIMIT 8kHz (val) | MSE14.41 | 15 | |
| Speech prediction | TIMIT (test) | MSE2.76 | 13 | |
| Speech prediction | TIMIT (val) | MSE2.86 | 13 | |
| Phone recognition | TIMIT (dev) | Frame Error Rate28.5 | 12 | |
| Word alignment | TIMIT | Mean Boundary Error (ms)17.89 | 11 | |
| Log-magnitude STFT prediction | TIMIT 8kHz (evaluation) | MSE14.45 | 11 | |
| Bandwidth Extension | TIMIT 8 kHz to 16 kHz (test) | VISQOL4.51 | 10 | |
| Automatic Speech Recognition | TIMIT (test) | Accuracy85.3 | 10 | |
| Voice Conversion | TIMIT | PPG Distance0.721 | 7 | |
| Automatic Speech Recognition | TIMIT | WER1.29 | 7 | |
| Speech Recognition | TIMIT (test) | PER0.209 | 7 |
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