Data Augmentation for the Post-Stroke Speech Transcription (PSST) Challenge: Sometimes Less is More
We employ the method of fine-tuning wav2vec2. 0 for recognition of phonemes in aphasic
speech. Our effort focuses on data augmentation, by supplementing data from both in …
speech. Our effort focuses on data augmentation, by supplementing data from both in …
The post-stroke speech transcription (PSST) challenge
RC Gale, M Fleegle, G Fergadiotis… - Proceedings of the …, 2022 - aclanthology.org
We present the outcome of the Post-Stroke Speech Transcription (PSST) challenge. For the
challenge, we prepared a new data resource of responses to two confrontation naming tests …
challenge, we prepared a new data resource of responses to two confrontation naming tests …
Speech data augmentation for improving phoneme transcriptions of aphasic speech using wav2vec 2.0 for the psst challenge
As part of the PSST challenge, we explore how data augmentations, data sources, and
model size affect phoneme transcription accuracy on speech produced by individuals with …
model size affect phoneme transcription accuracy on speech produced by individuals with …
Uncovering the Potential for a Weakly Supervised End-to-End Model in Recognising Speech from Patient with Post-Stroke Aphasia
G Sanguedolce, PA Naylor… - Proceedings of the 5th …, 2023 - aclanthology.org
Post-stroke speech and language deficits (aphasia) significantly impact patients' quality of
life. Many with mild symptoms remain undiagnosed, and the majority do not receive the …
life. Many with mild symptoms remain undiagnosed, and the majority do not receive the …
[PDF][PDF] LREC 2022 Language Resources and Evaluation Conference 20-25 June 2022
Welcome to the LREC2022 Workshop on" Resources and ProcessIng of linguistic, para-
linguistic and extra-linguistic Data from people with various forms of cognitive/psychiatric …
linguistic and extra-linguistic Data from people with various forms of cognitive/psychiatric …
Post-Stroke Speech Transcription Challenge (Task B): Correctness Detection in Anomia Diagnosis with Imperfect Transcripts
T Tran - Proceedings of the RaPID Workshop-Resources and …, 2022 - aclanthology.org
Aphasia is a language disorder that affects millions of adults worldwide annually; it is most
commonly caused by strokes or neurodegenerative diseases. Anomia, or word finding …
commonly caused by strokes or neurodegenerative diseases. Anomia, or word finding …
Automated speech recognition in adult stroke survivors: Comparing human and computer transcriptions
Objective: Speech sound errors are common in people with a variety of communication
disorders and can result in impaired message transmission to listeners. Valid and reliable …
disorders and can result in impaired message transmission to listeners. Valid and reliable …
Careful Whisper--leveraging advances in automatic speech recognition for robust and interpretable aphasia subtype classification
L Wagner, M Zusag, T Bloder - arXiv preprint arXiv:2308.01327, 2023 - arxiv.org
This paper presents a fully automated approach for identifying speech anomalies from voice
recordings to aid in the assessment of speech impairments. By combining Connectionist …
recordings to aid in the assessment of speech impairments. By combining Connectionist …
[PDF][PDF] Improving Automatic Recognition of Aphasic Speech with AphasiaBank.
D Le, EM Provost - Interspeech, 2016 - isca-archive.org
Automatic recognition of aphasic speech is challenging due to various speech-language
impairments associated with aphasia as well as a scarcity of training data appropriate for …
impairments associated with aphasia as well as a scarcity of training data appropriate for …
[PDF][PDF] Proceedings of the RaPID Workshop-Resources and ProcessIng of linguistic, para-linguistic and extra-linguistic Data from people with various forms of …
Welcome to the LREC2022 Workshop on" Resources and ProcessIng of linguistic, para-
linguistic and extra-linguistic Data from people with various forms of cognitive/psychiatric …
linguistic and extra-linguistic Data from people with various forms of cognitive/psychiatric …