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Preprint Sep 2026

VGG16-MCA UNet: Whole-Tumor Segmentation in 2D FLAIR MRI with Decoder-Side Channel Attention

Automated brain tumor segmentation supports diagnosis, treatment planning, and monitoring of disease progression, but building models that generalize across heterogeneous tumors and limited annotated data remains difficult. We present VGG16-MCA UNet, a hybrid architecture pairing an ImageNet-pretrained VGG16 encoder wi...

Shubham Gajjar, Deep Joshi, Avi Poptani et al. · 0 citations
Open access 2026

Optimizing Cloud Resource Management Through Energy-Efficient VM Placement Techniques

Cloud computing has seen rapid growth in recent years, leading to a surge in demand for data center services. To meet this demand, data centers deploy a large number of servers, resulting in substantial energy consumption. Virtual Machine Consolidation (VMC) is an effective strategy to reduce energy usage by shutting d...

Dipak Dabhi, A. Kharwar, D. Vadhwani et al. · 0 citations

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