iGEN
Visit IGEN World Explore IGEN Expo
EXPLORE UPGRADE PLANS
BREAKING
Moody's Assigns First-Time Baa2 Rating to RBL Bank, One Notch Above India's Sovereign Sebi Bars Zee's Subhash Chandra, Punit Goenka From Market for One Year Zepto Defers IPO by Two to Three Quarters After Tepid Investor Response Tim Cook: India Among Apple's Best Global Markets as June Quarter Records Revenue Domestic funds reach record 21% stake in Indian companies as FPI ownership drops to 17% Cybercriminals widen net as assessees rush to meet I-T return filing deadline Bloomberg Delays India's Sovereign Bond Index Inclusion as Market Reforms Need Further Testing Gold loans jump 93.8% y-o-y, fuel bank credit growth in Q1FY27 Snapchat joins YouTube, LinkedIn and Substack in fight against 'AI slop' Amazon speeds last-mile delivery, expands robotics fleet past 1 million Moody's Assigns First-Time Baa2 Rating to RBL Bank, One Notch Above India's Sovereign Sebi Bars Zee's Subhash Chandra, Punit Goenka From Market for One Year Zepto Defers IPO by Two to Three Quarters After Tepid Investor Response Tim Cook: India Among Apple's Best Global Markets as June Quarter Records Revenue Domestic funds reach record 21% stake in Indian companies as FPI ownership drops to 17% Cybercriminals widen net as assessees rush to meet I-T return filing deadline Bloomberg Delays India's Sovereign Bond Index Inclusion as Market Reforms Need Further Testing Gold loans jump 93.8% y-o-y, fuel bank credit growth in Q1FY27 Snapchat joins YouTube, LinkedIn and Substack in fight against 'AI slop' Amazon speeds last-mile delivery, expands robotics fleet past 1 million
Home ›› Topics ›› cswinunetr

Topic

cswinunetr

1 story
CSWinUNETR: Deep Learning Model Segments Thin Anatomical Structures with Cross-Shaped Self-Attention Technology
Artificial Intelligence #medical image segmentation#deep learning

CSWinUNETR: Deep Learning Model Segments Thin Anatomical Structures with Cross-Shaped Self-Attention

Researchers propose CSWinUNETR, a deep learning backbone for 2D and 3D segmentation of thin anatomical structures such as retinal vessels, cerebral vasculature, and facial wrinkles. The model employs cross-shaped stripe self-attention, cyclic shifts, and sparse-control dynamic snake convolution to improve segmentation accuracy. It outperforms state-of-the-art methods on four benchmarks without task-specific post-processing.

Jun 20, 2026 1 source