#image-registration2 articles

2 articles

AINeutralarXiv – CS AI · 6d ago4/103

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Deformation-Free Cross-Domain Image Registration via Position-Encoded Temporal Attention

Researchers developed GPEReg-Net, a new AI method for cross-domain image registration that eliminates the need for explicit deformation field estimation by decomposing images into domain-invariant scene representations and appearance statistics. The system achieves state-of-the-art performance on benchmarks while running 1.87x faster than existing methods, using position-encoded temporal attention for sequential image processing.

AINeutralarXiv – CS AI · Feb 274/104

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PCReg-Net: Progressive Contrast-Guided Registration for Cross-Domain Image Alignment

Researchers have developed PCReg-Net, a lightweight AI framework for cross-domain image registration that achieves real-time performance at 141 FPS with only 2.56M parameters. The system uses a progressive contrast-guided approach with four modules to align images across different domains, showing improvements over traditional and deep learning baselines on retinal and microscopy benchmarks.