SOTAVerified

Label Error Detection

Identify labeling errors in data

Papers

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Showing 1–10 of 12 papers

TitleStatusHype
AQuA: A Benchmarking Tool for Label Quality AssessmentCode1
WenetSpeech: A 10000+ Hours Multi-domain Mandarin Corpus for Speech RecognitionCode1
Improving Label Error Detection and Elimination with Uncertainty Quantification—0
Improving Opinion-based Question Answering Systems Through Label Error Detection and Overwrite—0
LEMoN: Label Error Detection using Multimodal Neighbors—0
Automatic Dataset Construction (ADC): Sample Collection, Data Curation, and Beyond—0
Identifying Label Errors in Object Detection Datasets by Loss InspectionCode0
Automated Detection of Label Errors in Semantic Segmentation Datasets via Deep Learning and Uncertainty QuantificationCode0
CTRL: Clustering Training Losses for Label Error DetectionCode0
Identifying Incorrect Annotations in Multi-Label Classification DataCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1github.com/guotong1988/Automatic-Label-Error-CorrectionAccuracy99—Unverified