Author

N. Deshpande

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Conference Aug 2026

Efficientnet-B0 and Vlm-Based Explainable Framework for Diabetic Retinopathy Detection and Severity Grading

Diabetes mellitus (DM) is one of the most common causes of preventable blindness in the world, and DR is a major cause of working-age adults losing their vision. Mass screening programmes are necessary but limited by the availability of trained ophthalmologists, and the cost of such programmes. This paper introduces a...

Varsha Pandagre, N. Deshpande, Shilpa Gite · International Conference on... · 0 citations

Open access Aug 2026

Blockchain-anchored multi-discriminator GAN architecture for real-time zero-day attack detection in social IoT edge networks with explainable audit trails

Social Internet of Things (SIoT) deployments, in which heterogeneous edge devices form long-lived peer-to-peer relationships governed by social-network primitives, have become prime targets for zero-day attackers that exploit local topology, abnormal behaviour of previously unknown devices, and resource-constrained gat...

S. Kanawade, N. Deshpande, Shilpa Gite et al. · Discover Internet of Things · 0 citations

#generative ai Open access Aug 2026

A next-generation hybrid generative learning framework integrating dual GAN and Swin Transformer–CNN for robust early diagnosis of pomegranate diseases

A novel hybrid method is proposed that separates healthy from diseased pomegranates using generative AI and a dual-GAN system, thereby enhancing training and out-comes and provides a strong starting point for future AI-based crop health management.

Rutuja S. Magar, N. Deshpande, Swati Sharma · Discover Computing · 0 citations