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cs.SD2026
Phonetic Error Analysis of Raw Waveform Acoustic Models
Erfan Loweimi, Zhengjun Yue, Andrea Carmantini +3
We analyse error patterns of raw waveform acoustic models on TIMIT phone recognition beyond the overall phone error rate (PER). PER is decomposed across three broad phonetic class…
cs.SD2025
Speaker Retrieval in the Wild: Challenges, Effectiveness and Robustness
Erfan Loweimi, Mengjie Qian, Kate Knill +1
There is a growing abundance of publicly available or company-owned audio/video archives, highlighting the increasing importance of efficient access to desired content and informat…
cs.SD2024
Phonetic Error Analysis of Raw Waveform Acoustic Models with Parametric and Non-Parametric CNNs
Erfan Loweimi, Andrea Carmantini, Peter Bell +2
In this paper, we analyse the error patterns of the raw waveform acoustic models in TIMIT's phone recognition task. Our analysis goes beyond the conventional phone error rate (PER)…