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Author

Jin Hong

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Open access Aug 2026

SLight-Net: a lightweight spectral-layer aware network for retinal disease detection based on optical coherence tomography

These findings indicate that OCT-specific spectral and layer-aware priors can support efficient retinal disease classification without relying on large generic backbones, providing a practical basis for lightweight computer-aided OCT analysis.

Yixiang Yao, Jin Hong, Rongli Zhang et al. · 2 citations
Aug 2026

MSGF-Net: a multi-scale spectral-gradient fusion network for perceptual image quality assessment of low-dose CT

The proposed MSGF-Net embeds a Hybrid Gradient-Frequency Attention Module (HG-FAM) within the residual bottlenecks to achieve dual-domain synergistic perception of global spectral energy and spatial gradient details and significantly outperforms existing main-stream methodologies.

Changke Yao, Li-Bin Lu, Yujie Luo et al. · 0 citations
Open access Aug 2026

RetiWave-Mamba: a dual-stream network for retinal disease detection based on multi-scale context and feature-adaptive Mamba projection

This work proposes a novel framework, RetiWave-Mamba, which integrates spatial-frequency domain learning with state-of-the-art state space models and achieves a state-of-the-art classification accuracy of 98.25%, surpassing existing methods.

Chen Cheng, Jin Hong · 0 citations

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