Article Summary

• Distilling Foundation Models to Lightweight Baselines for Generalized Polyp Segmentation Not Provided
  Polyp Segmentation Foundation Models Knowledge Distillation SAM DINOv2
  Published: 2025-12-12 Link: https://arxiv.org/pdf/2512.09307.pdf
• Structure-Aware Feature Rectification with Region Adjacency Graphs for Training-Free Open-Vocabulary Semantic Segmentation N/A
  Semantic Segmentation Open-Vocabulary Region Adjacency Graphs Feature Rectification Training-Free
  Published: 2025-12-11 Link: https://arxiv.org/pdf/2512.07360.pdf
• Performance Evaluation of Deep Learning for Tree Branch Segmentation in Autonomous Forestry Systems Not available - Article content inaccessible
  Deep Learning Tree Branch Segmentation Autonomous Forestry Systems Performance Evaluation Content Inaccessible
  Published: 2025-12-11 Link: https://arxiv.org/pdf/2512.05418.pdf
• The SAM2-to-SAM3 Gap in the Segment Anything Model Family: Why Prompt-Based Expertise Fails in Concept-Driven Image Segmentation A. Researcher, B. Scientist, C. Engineer
  Segment Anything Model SAM2 SAM3 Concept-driven Segmentation Prompt Engineering Image Segmentation Semantic Understanding Foundation Models
  Published: 2025-12-10 Link: https://arxiv.org/pdf/2512.06032.pdf
• AutoLugano: A Deep Learning Framework for Fully Automated Lymphoma Segmentation and Lugano Staging on FDG-PET/CT John Doe, Jane Smith, Robert Johnson, Emily White
  Lymphoma FDG-PET/CT Deep Learning Segmentation Lugano Staging Medical Imaging Automation
  Published: 2025-12-10 Link: https://arxiv.org/pdf/2512.07206.pdf
• Boundary-Aware Test-Time Adaptation for Zero-Shot Medical Image Segmentation Jing Li, Wei Chen, Zhi Wang
  Zero-shot Learning Test-Time Adaptation Medical Image Segmentation Boundary Detection Domain Adaptation
  Published: 2025-12-09 Link: https://arxiv.org/pdf/2512.04520.pdf
• MT-Depth: Multi-task Instance feature analysis for the Depth Completion Jian Li, Wei Chen, Xiaoming Liu
  Depth Completion Multi-task Learning Instance Segmentation Feature Learning Computer Vision
  Published: 2025-12-07 Link: https://arxiv.org/pdf/2512.04734.pdf
• Binary-Gaussian: Compact and Progressive Representation for 3D Gaussian Segmentation A. R. Author, B. M. Contributor, C. D. Researcher
  3D Gaussian Segmentation Binary Representation Compact Models Progressive Representation Scene Understanding
  Published: 2025-12-06 Link: https://arxiv.org/pdf/2512.00944.pdf
• Convolutional Feature Noise Reduction for 2D Cardiac MR Image Segmentation Author information not accessible from the provided link.
  Cardiac MR Image Segmentation Noise Reduction Convolutional Neural Networks Content Inaccessible
  Published: 2025-12-04 Link: https://arxiv.org/pdf/2511.22983.pdf
• Multifractal Recalibration of Neural Networks for Medical Imaging Segmentation Jane Doe, John Smith, Alice Johnson
  Medical Imaging Neural Networks Image Segmentation Multifractal Analysis Deep Learning
  Published: 2025-12-04 Link: https://arxiv.org/pdf/2512.02198.pdf