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Author

Saad Ahmed

3 papers indexed here

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Preprint Aug 2026

Multimodal examination answer data with expert-designed Outcome-Based Education rubrics for criterion-level assessment

This data article describes a multimodal collection of scanned examination answers paired with expert-designed Outcome-Based Education (OBE) grading metadata. The collection contains 485 answer submissions from 415 consenting students at four academic institutions. Eight faculty contributors supplied examination materi...

SM JahangirAlam, Md. Khalid Syfullah, Saad Ahmed et al. · 1 citation
Preprint Sep 2026

BarkNet-Lite: A Lightweight Texture and Colour Network with the BarkBD Benchmark for Bark-Based Tree Species Recognition in Bangladesh

Tree species recognition supports forest inventory and biodiversity monitoring but still depends on scarce taxonomic expertise. Bark is visible year-round at ground level, yet bark recognition has concentrated on temperate floras and on large ImageNet-pre-trained backbones. We address both gaps. First, we release BarkB...

Saad Ahmed · 0 citations
Preprint Sep 2026

AgroVisNet: A lightweight Convolutional Network and the BD-PlantDX Expert-Validated Benchmark for Radish, Potato and Pointed Gourd Disease Classification

AgroVisNet is proposed, a compact convolutional network trained from scratch together with BD-PlantDX, an expert-validated benchmark of 12,432 field images spanning 12 classes of radish, potato and pointed gourd in healthy and diseased states, collected across the Bogura and Nilphamari districts of Bangladesh.

Saad Ahmed · 0 citations

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