BRISBANE, AUSTRALIA

Muhammad Husnain

PhD researcher in artificial intelligence

I study fine-grained hyperspectral imaging: helping AI recognise small objects, subtle material differences and the boundaries that matter.

Griffith University CSIRO research engagement

Research & publications Get in touch

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THE JOURNEY SO FARGriffith UniversityCSIROFAST–NUCESWriterBricksSudoBricks

SELECTED PUBLICATIONS

Selected publications

My work connects fine-grained perception with remote sensing, agriculture, language and simulation.

**PatchHyperGraphOut architecture**Husnain et al. · IGARSS 2026 posterPublication source

2026Remote sensing

IEEE IGARSS 2026 · Paper 4141

PatchHyperGraphOut

A parallel 3D-CNN and Mamba encoder reads each raw hyperspectral patch. Hypergraph feature enrichment connects information across scales to improve fine-class recognition in large scenes.

Paper overview Find on Google Scholar

**Animal action recognition framework**Zia et al. · Artificial Intelligence Review, Fig. 1 · CC BY 4.0Publication source

2026Computer vision

Artificial Intelligence Review · 59, 133

Understanding subtle animal actions

A review of coarse and fine-grained animal action recognition, including datasets, vision methods and multimodal approaches.

Paper overview Read open-access paper

**CNN encoder and regression architecture**Zia et al. · Current Research in Food Science, Fig. 1 · CC BY-NC-ND 4.0Publication source

2025Spectral AI

Current Research in Food Science · 10, 101030

From spectra to food quality

Combines near-infrared spectroscopy and deep learning to estimate chickpea flour quality and composition without destructive testing.

Paper overview Read published paper

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RESEARCH FOCUS

What does a good accuracy score hide?

A land-cover map can look convincing while erasing tiny objects, confusing similar materials or losing boundaries. I work on models and evaluation that pay attention to those failures.

Fine-grained hyperspectral analysis · Weak and semi-supervision · Mamba and hypergraphs

Explore the fine-detail explanation

ENGINEERING, WRITING & TEACHING

Beyond research

Engineer

Full-stack systems, parallel algorithms and applied computer vision. From ASP.NET Core to PyTorch.

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WriterBricks

Co-founder. Top Rated Upwork work, DesignGurus courses, DelftStack tutorials and specialist technology-client writing.

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Educator

Former FAST–NUCES lecturer in programming, data structures, operating systems and parallel computing.

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MY WRITING STUDIO / WRITERBRICKS

WriterBricks: technical writing & courses

Courses, developer tutorials and technical content. DesignGurus, DelftStack, Oxylabs and Top Rated freelance work through Upwork.

Inside WriterBricks

Technical writing · Courses · Editorial review

FEATURED TECHNICAL GUIDE · INTERACTIVE 3D

Inside a hyperspectral measurement

From the entrance slit to a calibrated data cube. Explore acquisition geometry, a diffraction-grating optical bench, and the exposure–sampling–noise trade-off.

Read the technical guide Open the camera lab

RESEARCH NOTES & GUIDES