Article Summary

• Automated Annotation of Shearographic Measurements Enabling Weakly Supervised Defect Detection J. Schmidt, M. Fischer, L. Klein
  Shearography Defect Detection Weakly Supervised Learning Automated Annotation Non-destructive Testing
  Published: 2025-12-14 Link: https://arxiv.org/pdf/2512.06171.pdf
• SCALER: SAM-Enhanced Collaborative Learning for Label-Deficient Concealed Object Segmentation Jun-Yan He, Lin Xu, Lin Li, Ze-Min He, Fu-Ping Hu, Han-Jia Ye
  Concealed Object Segmentation Weakly Supervised Learning Semi-Supervised Learning Segment Anything Model (SAM) Collaborative Learning
  Published: 2025-11-30 Link: https://arxiv.org/pdf/2511.18136.pdf
• State and Scene Enhanced Prototypes for Weakly Supervised Open-Vocabulary Object Detection Author A, Author B, Author C
  Open-Vocabulary Object Detection Weakly Supervised Learning Prototypes State Enhancement Scene Enhancement
  Published: 2025-11-29 Link: https://arxiv.org/pdf/2511.18012.pdf
• BEEP3D: Box-Supervised End-to-End Pseudo-Mask Generation for 3D Instance Segmentation Jian Li, Wei Zhang, Chen Wang, Yi Liu
  3D Instance Segmentation Box Supervision Pseudo-Mask Generation Weakly Supervised Learning Deep Learning
  Published: 2025-10-19 Link: https://arxiv.org/pdf/2510.12182.pdf