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2026

Dual-Context Joint Representation for Near-Infrared Geo-Localization in Urban Environments

Visual geo-localization seeks to enable autonomous aircraft positioning in GNSS-denied environments through large-scale image retrieval. Most existing methods, however, primarily rely on visible light images and are thus inherently sensitive to illumination changes and adverse weather conditions. Near-infrared (NIR) im...

Teng-Da Zhang, Yun-Zhou Zhang, Li Wang et al. · 0 citations
Preprint Aug 2026

UniGD: A Unified Generative-Discriminative Framework for Industrial Retrieval

Generative retrieval (GR) is a promising paradigm for industrial search advertising, yet its deployment is constrained by strict relevance and latency requirements. Existing systems cascade GR with an independent relevance model, decoupling the generative likelihood objective from query-ad relevance discrimination, whi...

Shujie Ji, Yawei Kong, Yili Zhao et al. · 0 citations

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