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cs.CV2024
Synth4Seg -- Learning Defect Data Synthesis for Defect Segmentation using Bi-level Optimization
Shancong Mou, Raviteja Vemulapalli, Shiyu Li +8
Defect segmentation is crucial for quality control in advanced manufacturing, yet data scarcity poses challenges for state-of-the-art supervised deep learning. Synthetic defect dat…
cs.CV2024★ 1 cited
Uni-3DAD: GAN-Inversion Aided Universal 3D Anomaly Detection on Model-free Products
Jiayu Liu, Shancong Mou, Nathan Gaw +1
Anomaly detection is a long-standing challenge in manufacturing systems. Traditionally, anomaly detection has relied on human inspectors. However, 3D point clouds have gained atten…