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Author

Kamaran H. Manguri

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Open access Aug 2026

Tomato Classification Using Support Vector Machine

Tomatoes are among the most widely cultivated vegetable crops and play a significant role in local cuisine and agriculture. However, there is limited knowledge about the different varieties of tomatoes, particularly the distinctions between Kurdish tomatoes (Khomali) and apple (Sewa) tomatoes. This study aims to automa...

Kamaran H. Manguri, S. Omer, C. S. G. Haji et al. · 0 citations
Open access Aug 2026

Spatiotemporal AI for Intelligent Transportation Systems: Methods, Datasets, and Benchmarks

The rapid growth of urban mobility and the increasing demand for sustainable traffic solutions have positioned Intelligent Transportation Systems (ITS) as a central research area. Spatiotemporal AI integrates temporal and spatial elements to enhance transportation systems performance and forecasts. This paper evaluates...

Kamaran H. Manguri · 1 citation
Open access Aug 2026

Deep Metric Learning with MobileNetV2 and Triplet Loss for Efficient Image Retrieval

The results show that training the projection head with triplet loss improves embedding quality while reducing the embedding dimensionality from 1280 to 512, which improves retrieval accuracy, but also reduces query latency by more than 59%.

Hersh M. Hama, Kamaran H. Manguri, S. Omer · 0 citations

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