SOTAVerified

Label Error Detection

Identify labeling errors in data

Papers

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Showing 1–10 of 12 papers

TitleStatusHype
CleanPatrick: A Benchmark for Image Data CleaningCode0
Automatic Dataset Construction (ADC): Sample Collection, Data Curation, and Beyond—0
LEMoN: Label Error Detection using Multimodal Neighbors—0
Improving Label Error Detection and Elimination with Uncertainty Quantification—0
AQuA: A Benchmarking Tool for Label Quality AssessmentCode1
Improving Opinion-based Question Answering Systems Through Label Error Detection and Overwrite—0
Identifying Label Errors in Object Detection Datasets by Loss InspectionCode0
The Re-Label Method For Data-Centric Machine LearningCode0
Identifying Incorrect Annotations in Multi-Label Classification DataCode0
CTRL: Clustering Training Losses for Label Error DetectionCode0
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Benchmark Results

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