Cross-modal text-to-image retrieval systems are increasingly deployed over large-scale multimedia corpora, where retrieval effectiveness must be balanced against latency, energy consumption, storage, and candidate fidelity under approximate indexing. In this paper, we present a systems-level evaluation of text-to-image...
Sanskar S. Singh, Ziv Barretto, Bharati Khanijo et al.· Proceedings of the 35th ACM...· 1 citation
Vector search has become a database operator with many physical implementations: different index families, build-time and search-time parameters, and compressed or disk-resident variants. Each trades cost against fidelity, the fraction of a query's exact top-k nearest neighbors that a configuration returns. Deployments...
Adithya Ramanatha, Sanskar S. Singh, Maya Ramanath· 0 citations
Cross-modal retrieval systems enable searching content in one modality using queries from another. Recently, retrieving images using natural language queries -- text-to-image retrieval -- has received a lot of attention due to advances in deep learning vision models and interest in multi-modal processing in general. Wh...
Sanskar S. Singh, Ziv Barretto, Bharati Khanijo et al.· 0 citations
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