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GRENZE International Journal of Engineering and Technology Vol. 12 (2026), Issue 2

Vehicle Re-Identification Spanning Ground, Aerial, and Cross-View Domains

Authors

Amrutha Krishna, H R Chennamma

Abstract

Vehicle re-identification (Re-ID) is important for intelligent transportation systems and large-scale surveillance. In this paper, we briefly review vehicle Re-ID methods for ground, aerial, and cross-view scenarios. We organise current approaches into appearance-based models, part-aware methods, transformer-based architectures, and cross-view learning strategies. Our comparison shows that existing methods still struggle with large viewpoint changes and domain shifts between aerial and ground images.