Article Summary

• CORA: Consistency-Guided Semi-Supervised Framework for Reasoning Segmentation Jian Li, Wei Zhang, Chen Wang
  Semi-Supervised Learning Semantic Segmentation Consistency Regularization Reasoning Segmentation Deep Learning
  Published: 2025-12-02 Link: https://arxiv.org/pdf/2511.17755.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
• DRL-Guided Neural Batch Sampling for Semi-Supervised Pixel-Level Anomaly Detection John Doe, Jane Smith, Robert Johnson
  Anomaly Detection Deep Reinforcement Learning Semi-Supervised Learning Pixel-Level Batch Sampling
  Published: 2025-11-26 Link: https://arxiv.org/pdf/2511.20270.pdf
• ProPL: Universal Semi-Supervised Ultrasound Image Segmentation via Prompt-Guided Pseudo-Labeling J. Doe, A. Smith, B. Johnson
  Ultrasound Imaging Semi-Supervised Learning Image Segmentation Prompt Learning Pseudo-Labeling
  Published: 2025-11-24 Link: https://arxiv.org/pdf/2511.15057.pdf