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20242026
most citedHyperspectral Imaging-Based Perception in Autonomous Driving Scenarios: Benchmarking Baseline Semantic Segmentation Models

10 citations · 17 across the 6 of their papers we have counts for

collaborators

6 papers

cs.CV2026★ 1 cited

Learnable Quantum Efficiency Filters for Urban Hyperspectral Segmentation

Imad Ali Shah, Jiarong Li, Ethan Delaney +4

Hyperspectral sensing provides rich spectral information for scene understanding in urban driving, but its high dimensionality poses challenges for interpretation and efficient lea…

cs.CV2025★ 4 cited

Hyperspectral Sensors and Autonomous Driving: Technologies, Limitations, and Opportunities

Imad Ali Shah, Jiarong Li, Roshan George +5

Hyperspectral imaging (HSI) offers a transformative sensing modality for Advanced Driver Assistance Systems (ADAS) and autonomous driving (AD) applications, enabling material-level…

cs.CV2025★ 1 cited

Hyperspectral vs. RGB for Pedestrian Segmentation in Urban Driving Scenes: A Comparative Study

Jiarong Li, Imad Ali Shah, Enda Ward +3

Pedestrian segmentation in automotive perception systems faces critical safety challenges due to metamerism in RGB imaging, where pedestrians and backgrounds appear visually indist…

cs.CV2025★ 1 cited

CSNR and JMIM Based Spectral Band Selection for Reducing Metamerism in Urban Driving

Jiarong Li, Imad Ali Shah, Diarmaid Geever +5

Protecting Vulnerable Road Users (VRU) is a critical safety challenge for automotive perception systems, particularly under visual ambiguity caused by metamerism, a phenomenon wher…

cs.CV2025

Multi-Scale Spectral Attention Module-based Hyperspectral Segmentation in Autonomous Driving Scenarios

Imad Ali Shah, Jiarong Li, Tim Brophy +4

Recent advances in autonomous driving (AD) have highlighted the potential of hyperspectral imaging (HSI) for enhanced environmental perception, particularly in challenging weather…

cs.CV2024★ 10 cited

Hyperspectral Imaging-Based Perception in Autonomous Driving Scenarios: Benchmarking Baseline Semantic Segmentation Models

Imad Ali Shah, Jiarong Li, Martin Glavin +3

Hyperspectral Imaging (HSI) is known for its advantages over traditional RGB imaging in remote sensing, agriculture, and medicine. Recently, it has gained attention for enhancing A…