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Masum Billah

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Articles

Explainable hybrid multi-branch CNN–ViT–GNN framework for robust hibiscus leaf disease classification

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By Masum Billah, Tahani Jaser Alahmadi, Mohammad Ali Moni, Mohammad Uddin, Saifuddin Sagor, Shahariar Hossain
| Nature Verified
Abstract Early and reliable diagnosis of hibiscus leaf diseases is critical to protect horticultural yield. Yet, it remains challenging under real-time field conditions where uncontrolled lighting, clutter, and the non-contiguous nature of pathological symptoms blur diagnostic cues. To address these challenges, we introduce CNN-FusionViT-GNN.
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What's the rationale behind establishing 600 Model Schools & Colleges?

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By Masum Billah
| HT Syndication
Bangladesh, July 16 -- Whenever any government assumes office, it wants to do something exceptional in the established fields without giving a second thought to those fields whether they really need the changes. That's why the exceptional thoughts sometimes appear as absurd. Some impractical proposals rather raise questions whether the decision makers try to do those things because of over excitement or being guided by something else.
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What traditional creative industries teach us about sustainability

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By Masum Billah
| The Climate Watch
From Jamdani to Shital Pati, Bangladesh’s artisan traditions show how local materials, circular practices and community knowledge can support greener, more inclusive economic growth while protecting livelihoods and cultural heritage. When sustainability is discussed today, the conversation often revolves around renewable energy, electric vehicles, green buildings and carbon reduction. These innovations are essential for addressing climate change and achieving global sustainability goals.
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