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  BackHome19K is the first comprehensive seashell image dataset specifically created for ecosystem-level classification—distinguishing between shells from the Pacific and Caribbean coasts—rather than traditional taxonomic identification.
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- The dataset includes 19,058 high-quality images of 516 marine mollusk species, from within 84 families, collected with the support of the School of Biology at the University of Costa Rica. It features a wide range of gastropods and bivalves, from families such as Cypraeidae, Cassidae, Ostreidae, Veneridae, and others.
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  This collection addresses the challenge of visually similar species across different ecosystems and supports research in geographic origin inference, morphological pattern analysis, and marine biodiversity.
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  BackHome19K is the first comprehensive seashell image dataset specifically created for ecosystem-level classification—distinguishing between shells from the Pacific and Caribbean coasts—rather than traditional taxonomic identification.
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+ The dataset includes 19,058 high-quality images of 516 marine mollusk species, collected with the support of the School of Biology at the University of Costa Rica. It features a wide range of gastropods and bivalves, from families such as Cypraeidae, Cassidae, Ostreidae, Veneridae, and others.
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  This collection addresses the challenge of visually similar species across different ecosystems and supports research in geographic origin inference, morphological pattern analysis, and marine biodiversity.
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