Papers Weakly Supervised Defect Detection
“Weakly Supervised Defect Detection” 태그가 달린 논문 5편 · 필터 해제
ISP-AD: A Large-Scale Real-World Dataset for Advancing Industrial Anomaly Detection with Synthetic and Real Defects
Automatic visual inspection using machine learning-based methods plays a key role in achieving zero-defect policies in industry. Research on anomaly detection approaches is constrained by the availability of datasets tha…
Anomaly DetectionDefect DetectionSelf-Supervised Anomaly DetectionSupervised Anomaly Detection+3DSR -- A dual subspace re-projection network for surface anomaly detection
The state-of-the-art in discriminative unsupervised surface anomaly detection relies on external datasets for synthesizing anomaly-augmented training images. Such approaches are prone to failure on near-in-distribution a…
Anomaly DetectionAnomaly LocalizationDefect DetectionSupervised Defect Detection+2FastFlow: Unsupervised Anomaly Detection and Localization via 2D Normalizing Flows
Unsupervised anomaly detection and localization is crucial to the practical application when collecting and labeling sufficient anomaly data is infeasible. Most existing representation-based approaches extract normal ima…
Anomaly DetectionUnsupervised Anomaly DetectionWeakly Supervised Defect DetectionS2D2Net: An Improved Approach For Robust Steel Surface Defects Diagnosis With Small Sample Learning
Surface defect recognition of products is a necessary process to guarantee the quality of industrial production. This paper proposes a hybrid model, S2D2Net (Steel Surface Defect Diagnosis Network), for an efficient and …
Defect DetectionDiversityRobust classificationSmall Data Image Classification+1Mixed supervision for surface-defect detection: from weakly to fully supervised learning
Deep-learning methods have recently started being employed for addressing surface-defect detection problems in industrial quality control. However, with a large amount of data needed for learning, often requiring high-pr…
Anomaly DetectionDefect DetectionSupervised Defect DetectionWeakly Supervised Defect Detection