Author

Md Minhajul Islam Shovo

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Preprint Nov 2026

DR-LiteNet: A Lightweight Explainable Hybrid CNN Framework for Imbalanced Diabetic Retinopathy Grading via Adaptive SMOTE Fusion

Automated diabetic retinopathy (DR) grading from colour fundus photographs is held back by two compounding challenges: severe class imbalance across five severity grades and the heavy computational cost of large scale architectures in resource constrained clinical settings. We introduce DR-LiteNet, a dual branch hybrid...

Nishi Kanta Paul, Md Minhajul Islam Shovo, A. Chowdhury et al. · 0 citations

#machine learning Preprint Oct 2026

AquaProbe: Efficient Adaptation of Frozen Vision Models for Underwater Images

AquaProbe separates newly introduced divergence from that accumulated through a frozen vision encoder using paired clean and physically rendered images and allocates a fixed LoRA budget according to the measured profile.

Md Minhajul Islam Shovo, Nishi Kanta Paul, T. Dong et al. · 0 citations

Preprint Aug 2026

WaveFoG: Wavelet Gated Transformer for Parkinson's Freezing of Gait Detection Using Wearable Accelerometer Signals

Freezing of gait (FoG) is one of the most debilitating episodic motor symptoms of Parkinson's disease (PD). FoG detection from wrist worn inertial signals poses challenging problems such as extreme data class imbalance (only 12-18% of signal windows are FoG), low frequency postural instabilities alongside diagnosticall...

Md Minhajul Islam Shovo, Nishi Kanta Paul, Adrita Rahman et al. · 0 citations