NIGERIAN ETHNICITY CLASSIFICATION THROUGH FUSED FEATURES FROM MOBILENET-V2 AND LOCAL BINARY PATTERN GUIDED BY ATTENTION MECHANISM

Authors

  • Suleiman Aliyu Tanko Kaduna State university
  • M. Ibrahim
  • A. A. Aliyu
  • S. Abdulkadir
  • M. A. Ahmad
  • A. A. Ahmed
  • I. A. Umaru

DOI:

https://doi.org/10.33003/fjs-2024-0806-2973

Keywords:

Ethnicity Classification, Computer Vision, MobileNetV2, Local Binary Patterns, Attention mechanism

Abstract

Our face plays a vital role in many human-to-human encounters and is closely linked to our identity. Significant promise exists for the automatic recognition of facial features, opening the door to hands-free alternatives and innovative uses in computer-human digital interactions. Deep learning techniques have led to a notable increase in interest in the field of face picture analysis in recent years, especially in applications like biometrics, security, and surveillance. Due to feature overlaps and dataset under-representation, ethnicity classification in computer vision is still a difficult task, particularly for African populations. This study explores Nigerian ethnicity classification, focusing on the three major groups—Hausa, Igbo, and Yoruba—using a hybrid model that integrates MobileNetV2, Local Binary Patterns (LBP), and an Attention Mechanism. The hybrid model achieved an overall classification accuracy of 87%, significantly outperforming benchmarks, particularly in Igbo and Yoruba classifications. While the Yoruba group demonstrated the highest accuracy, overlaps between Hausa and Igbo highlight areas for refinement. This research advances the field by addressing dataset imbalances, incorporating innovative feature fusion, and improving the inclusivity of computer vision models. It has practical implications for identity verification, security, and demographic research while emphasizing the importance of culturally sensitive AI systems tailored to underrepresented populations. Future work includes expanding datasets, enhancing model architectures, and exploring interdisciplinary approaches to further refine ethnicity classification.

References

Ahmadinia, E., Zargar, M., Karim, M., & Abdelaziz, M. (2012). Performance evaluation ofutilization of waste polyethylene terephthalate (PET) in stone mastic asphalt. Constr. Build. Mater., 36, 984–989.

Al-Salem, S. M., Lettieri, P. i, & Baeyens, J. (2009). Recycling and recovery routes of plastic solid waste (PSW): A review. Waste Management, 2625–2643.

Awuchi, C. G. (2019). Impacts ofplastic pollution on the sustainability of seafood value chain and human health. Int. J. Adv. Acad. Res., 5(11), 46–138.

B Widjaja and C Chriswandi. (2020). New Relationship between Linear Shrinkage and Shrinkage Limit for Expansive Soils New Relationship between Linear Shrinkage and Shrinkage Limit for Expansive Soils. https://doi.org/10.1088/1757-899X/1007/1/012187

Babu, S. G. L., & Chouksey, S. K. (2011). Stress–strain response of plastic waste mixed soil. Waste Manag., 31, 481–488.

Bell, F. (1996). Lime stabilisation of clay minerals and soils. Eng. Geol., 42, 223–237.

Brindley GW, B. G. (1980). Crystal Structures of Clay Minerals and Their X-ray Identification. Mineralogical Society Monograph (3rd ed.). UK: Mineralogical Society.

BS, 1377. (1990). Method of Testing Soils for Civil Engineering Purpose. British Standard Institute, BSI, London.

Changizi, F., & Haddad, A. (2015). Strength properties of soft clay treated with mixture of nano-SiO2 and recycled polyester fiber. Journal of Rock Mechanics and Geotechnical Engineering, 7(4), 367–378.

CIWMB. (2004). Postclosure Maintenance Beyond the Initial 30 years and Financial Assurance Demostrations. Integrated Waste Management Board P&E Comittee Workshop.

Europe, P. (2008). The compelling facts about plastics 2007: an analysis of plastics production, demand and recovery in Europe. 24.

Fauzi, A., Djauhari, Z., & Fauzi, U. J. (2015). Soil engineering properties improvement by utilisation ofcut waste plastic and crushed waste glass as additive. Int. J. Eng. Technol., 8(1).

Harish, & Ashwini. (2016). STABILIZATION OF SOIL BY USING PLASTIC BOTTLE STRIPS AS A STABILIZER. 1874–1877.

Igba, U. T., Ehikhuenmen, S. O., Oyebisi, S. O., Oloyede, N. O., State, O., & State, O. (2020). An Investigation on the Use of Expanded Polystyrene as a Partial Replacement of Fine Aggregate in Concrete. 25(3).

Illuri, & H.K. (2007). Development of soil-eps mixes for geotechnical applications. Queensland University of Technology.

Kassa, R. B., Workie, T., Abdela, A., Fekade, M., & Saleh, M. (2020). Soil Stabilization Using Waste Plastic Materials. D, 55–68. https://doi.org/10.4236/ojce.2020.101006

Khattab, S. A., Al-Kiki, I. M., & Al-Zubaydi, A. H. (2011). Effect offibres on some engineering properties ofcement and lime stabilised soils. Eng. Tech. J., 29(5), 886–905.

Little, D. N. (1995). Stabilisation of pavement subgrades and base courses with lime.

Minegishi, K. Makiuchi, K. & Takahashi, R. (2002). Strength-deformational characteristics of EPS beads-Mixed lightweight geomaterial subjected to cyclic loadings. In Proceeding of the International Workshop on Lightweight GeoMaterials.

Modarres, A., & Hamedi, H. : (2014). Effect of waste plastic bottles on the stiffness and fatigue properties of modified asphalt mixes. Mater. Des., 61, 8–15.

Mondal, P. K. (2012). Behaviour of a clayey soil. Jadavpur University Kolkata.

Mugera, P., Magyezi, S., Jjuuko, S., & Kalumba, D. (2019). The Effect of expanded polystyrene and cement on properties of sand soils for foundation use. African Regional Conference on Soil Mechanics and Geotechnical Engineering. 7, 8 & 9 October 2019 – Cape Town The, October.

Muhammad, A., & Abdulfatah, A. Y. (2019). Geotechnical Study of the Properties of Black Cotton Soil Treated with Cement and Bone Ash as Admixture. Journal of Construction and Building Materials Engineering, 5(2), 21–38.

Muntohar, A. S., & Hantoro, G. (2000). Influence of Rice Husk Ash and Lime on Engineering Properties of a Clayey Subgrade. Journal of Geotechnical Engineering, 5, 1-13.

Neopaney, M., Ugyen, K., & Tenzin, S. (2012). Stabilisation of soil by using plastic wastes. Int. J. Emerging Trends Eng. Dev., 2(2).

Obo, C., & Ytom, A. (2014). Study on the use of plastic fibre materials as an alternative solution for soil stabilisation. University of Southeastern Philippines. Bislig Campus.

Odian, G. (2004). Principles of Polymerization. 4th Edition. Hoboken, NJ: John Wiley & Sons Inc., 302–304.

Published

2024-12-31

How to Cite

Tanko, S. A., Ibrahim, M., Aliyu, A. A., Abdulkadir, S., Ahmad, M. A., Ahmed, A. A., & Umaru, I. A. (2024). NIGERIAN ETHNICITY CLASSIFICATION THROUGH FUSED FEATURES FROM MOBILENET-V2 AND LOCAL BINARY PATTERN GUIDED BY ATTENTION MECHANISM. FUDMA JOURNAL OF SCIENCES, 8(6), 367 - 379. https://doi.org/10.33003/fjs-2024-0806-2973

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