SOTAVerified

Label Error Detection

Identify labeling errors in data

Papers

Showing 112 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 Quantification0
Improving Opinion-based Question Answering Systems Through Label Error Detection and Overwrite0
LEMoN: Label Error Detection using Multimodal Neighbors0
Automatic Dataset Construction (ADC): Sample Collection, Data Curation, and Beyond0
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
CleanPatrick: A Benchmark for Image Data CleaningCode0
The Re-Label Method For Data-Centric Machine LearningCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1github.com/guotong1988/Automatic-Label-Error-CorrectionAccuracy99Unverified