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Alvaro Gonzalez-Jimenez

2 accepted papers

2026

Representation-Based Data Quality Audits for Audio

ICASSP 2026poster

Data quality issues such as off-topic samples, near duplicates, and label errors often limit the performance of audio-based systems. This paper addresses these issues by adapting SelfClean, a representation-to-rank data auditing framework, from the image to the audio domain. This approach leverages…

Cited by 0SourcePDFScholar
2024

Intrinsic Self-Supervision for Data Quality Audits

NeurIPS 2024poster

Benchmark datasets in computer vision often contain off-topic images, near duplicates, and label errors, leading to inaccurate estimates of model performance. In this paper, we revisit the task of data cleaning and formalize it as either a ranking problem, which significantly reduces human inspectio…