2026· Optica Biophotonics Congress 2026· pp. JT4A.44· 0 citations· 2 references
TL;DR
VDSR networks enhance breast histopathological image resolution, but performance is significantly higher for malignant than benign lesions, necessitating optimization.
Abstract
VDSR networks enhance breast histopathological image resolution, but performance is significantly higher for malignant (PSNR=38dB, SSIM=0.992) than benign lesions (PSNR=36dB, SSIM=0.980), necessitating optimization. Prospective studies on segmentation and classification pipelines will support scalable AI-assisted pathology.
MD-Mamba integrates state-space modeling with multi-scale dilated convolutions with multi-scale dilated convolutions and enables efficient, interpretable image biomarkers for breast cancer pathology.
Gengxun Liu, Shengquan Luo, Can Wu et al.· Translational Oncology· 0 citations
PCMamba integrates Partial Convolution with State Space Models for lung cancer classification and dual-branch design captures both local textures and long-range tissue dependencies, reducing computational cost by 75% while maintaining state-of-the-art performance.
Xiao-Lin Wang, Bo Chen, Yu-Han Chen et al.· Translational Oncology· 0 citations
Speckle patterns in ultrasound images often obscure anatomical details, leading to diagnostic uncertainty. Recently, various deep learning‐based techniques have been introduced to effectively suppress speckle; however, their high computational costs pose challenges for low‐resource devices, such as portable ultrasound...
Hyunwoo Cho, Jae-Shin Lee, Jongsoo Lee et al.· Medical Physics (Lancaster)· 0 citations
This study benchmarks colonoscopy image reconstruction. We introduce a Latent Bank method to improve standard encoders, but High-Fidelity GAN Inversion achieves superior quality (FID = 22.12, MS-SSIM > 0.91), proving the best for colonoscopy images.
Vu Quang Huy Tran, C. Angelina, Sunil Vyas et al.· Digital Holography and 3-D I...· 0 citations
Breast cancer is one of the leading causes of death in women and early diagnosis and correct diagnosis is important. Although ultrasound imaging is widely used due to its non-invasive nature and is low cost, suitable for real time clinical assessment, lesion segmentation is challenging because of speckle noise, low con...
B. B. Jayasingh, N. Monika· 2026 4th International Confe...· 0 citations
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