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cs.CV2026
Beyond Fixed Luminance: Towards Panchromatic and Orthochromatic Image Colorization
Swarnim Maheshwari, Syed Imam Ali, Vineeth N. Balasubramanian
Most image colorization systems operate in space by predicting chroma () while preserving an input-derived luminance channel (). While effective on standard benchmarks…
cs.CV2025
MedNet-PVS: A MedNeXt-Based Deep Learning Model for Automated Segmentation of Perivascular Spaces
Zhen Xuen Brandon Low, Rory Zhang, Hang Min +20
Enlarged perivascular spaces (PVS) are increasingly recognized as biomarkers of cerebral small vessel disease, Alzheimer's disease, stroke, and aging-related neurodegeneration. How…
cs.CV2024
Perivascular space Identification Nnunet for Generalised Usage (PINGU)
Benjamin Sinclair, Lucy Vivash, Jasmine Moses +16
Perivascular spaces(PVSs) form a central component of the brainÅ waste clearance system, the glymphatic system. These structures are visible on MRI images, and their morphology is…