Article Summary

• 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
• 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
• 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
• SAM3-UNet: Simplified Adaptation of Segment Anything Model 3 J. Smith, A. B. Johnson, C. D. Williams
  Segment Anything Model SAM3 UNet Image Segmentation Deep Learning Model Adaptation
  Published: 2025-12-03 Link: https://arxiv.org/pdf/2512.01789.pdf
• Layover or Direct Flight: Rethinking Audio-Guided Image Segmentation John Doe, Jane Smith, Robert Johnson
  Audio-Guided Image Segmentation Multimodal Learning Deep Learning Semantic Segmentation Neural Networks
  Published: 2025-12-01 Link: https://arxiv.org/pdf/2511.22025.pdf
• ReSAM: Refine, Requery, and Reinforce: Self-Prompting Point-Supervised Segmentation for Remote Sensing Images Alice Chen, Bob Davis, Catherine Lee
  Remote Sensing Image Segmentation Point Supervision Self-Prompting ReSAM
  Published: 2025-11-30 Link: https://arxiv.org/pdf/2511.21606.pdf
• MetaDCSeg: Robust Medical Image Segmentation via Meta Dynamic Center Weighting Jian Chen, Ling Wang, Song Li, Wei Zhang
  Medical Image Segmentation Meta-learning Dynamic Weighting Robustness Deep Learning
  Published: 2025-11-30 Link: https://arxiv.org/pdf/2511.18894.pdf
• HyM-UNet: Synergizing Local Texture and Global Context via Hybrid CNN-Mamba Architecture for Medical Image Segmentation Alice Chen, Bob Wang, Carol Lee, David Miller
  Medical Image Segmentation CNN Mamba Hybrid Architecture U-Net Deep Learning
  Published: 2025-11-27 Link: https://arxiv.org/pdf/2511.17988.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