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cs.CV2026

WBCBench 2026: A Challenge for Robust White Blood Cell Classification Under Class Imbalance

Xin Tian, Xudong Ma, Tianqi Yang +4

We present WBCBench 2026, an ISBI challenge and benchmark for automated WBC classification designed to stress-test algorithms under three key difficulties: (i) severe class imbalan…

cs.CV2026

An InSAR Phase Unwrapping Framework for Large-scale and Complex Events

Yijia Song, Juliet Biggs, Alin Achim +3

Phase unwrapping remains a critical and challenging problem in InSAR processing, particularly in scenarios involving complex deformation patterns. In earthquake-related deformation…

cs.CV2026

Single Image Super-Resolution via Bivariate `A Trous Wavelet Diffusion

Maryam Heidari, Nantheera Anantrasirichai, Alin Achim

The effectiveness of super resolution (SR) models hinges on their ability to recover high frequency structure without introducing artifacts. Diffusion based approaches have recentl…

cs.CV2026

AWDiff: An a trous wavelet diffusion model for lung ultrasound image synthesis

Maryam Heidari, Nantheera Anantrasirichai, Steven Walker +2

Lung ultrasound (LUS) is a safe and portable imaging modality, but the scarcity of data limits the development of machine learning methods for image interpretation and disease moni…

cs.CV2025

DMAT: An End-to-End Framework for Joint Atmospheric Turbulence Mitigation and Object Detection

Paul Hill, Zhiming Liu, Alin Achim +2

Atmospheric Turbulence (AT) degrades the clarity and accuracy of surveillance imagery, posing challenges not only for visualization quality but also for object classification and s…

cs.CV2025

Modality Translation and Registration of MR and Ultrasound Images Using Diffusion Models

Xudong Ma, Nantheera Anantrasirichai, Stefanos Bolomytis +1

Multimodal MR-US registration is critical for prostate cancer diagnosis. However, this task remains challenging due to significant modality discrepancies. Existing methods often fa…