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Official Porifera Classifier Computer Vision Project
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Traditional classification methods of marine sponges are labour-intensive and depend on expertise, limiting their scalability, among many other complications. To address these challenges, we developed the “Porifera Classifier”, a deep learning, computer vision model trained on a curated dataset of 16,915 labelled images that allows it to detect and classify up to 126 species of marine sponges. Established through a YOLOv8 architecture, the model ensures state-of-the-art accuracy benchmarks based on the detection of amorphous and highly varying structural objects. It further evaluates the integration of algorithms that compensate for light scattering in underwater recordings. The annotated dataset also serves as a valuable resource for future studies.
Trained Model API
This project has a trained model available that you can try in your browser and use to get predictions via our Hosted Inference API and other deployment methods.
Cite This Project
If you use this dataset in a research paper, please cite it using the following BibTeX:
@misc{
official-porifera-classifier-ju8er_dataset,
title = { Official Porifera Classifier Dataset },
type = { Open Source Dataset },
author = { Marine Sciences Research Station },
howpublished = { \url{ https://universe.roboflow.com/marine-sciences-research-station/official-porifera-classifier-ju8er } },
url = { https://universe.roboflow.com/marine-sciences-research-station/official-porifera-classifier-ju8er },
journal = { Roboflow Universe },
publisher = { Roboflow },
year = { 2024 },
month = { mar },
note = { visited on 2024-04-28 },
}
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Last Updated
a month ago
Project Type
Object Detection
Subject
Marine-Sponges-Plankton
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Classes
Aaptos pernucleata Aaptos sp.2-"brown tuberculate" Aaptos sp3.-"light brown smooth" Agelas cerebrum Agelas cervicornis Agelas citrina Agelas clathrodes Agelas conifera Agelas dilatata Agelas dispar Agelas sceptrum Agelas schmidti Agelas sventres Agelas tubulata Agelas wiedenmayeri Aiolochroia crassa Aiolochroia crassa -"yellow spherical morphotype" Aka coralliphagum Amphimedon compressa Amphimedon sp.-"castle morphotype" Amphimedon sp.-"tubular morphotype" Amphimedon viridis Aplysina archeri Aplysina bathyphila Aplysina cauliformis -"brown erect morphotype" Aplysina cauliformis -"lilac creeping morphotype" Aplysina fistularis Aplysina fulva Aplysina insularis Aplysina lacunosa Aplysina sp.-"long branchelets" Asteropus niger Axinella corrugata Axinella morchella Axinella sp.-"orange yellow velvety tubes" Axinyssa ambrosia Axinyssa yumae Batzella rubra Batzella sp.-"creamy salmon" Bienma cribaria Bienma sp. Callyspongia armigera Callyspongia eschrichti Callyspongia fallax Callyspongia plicifera Callyspongia tenerrima Callyspongia vaginalis Calyx podatypa Ceratoporella nicholsoni Cervicornia cuspidifera Chalinula molitba Chalinula pseudomolitba Chalinula zeae Chelonaplysilla erecta Chondrilla nucula Chondrosia collectrix Chondrosia reniformis Cinachyrella apion Cinachyrella kuekenthali Clathria calla Clathria curacaoensis Clathria faviformis Clathria spinosa Clathria thalysias sp.3 Clathria virgultosa Clathrina coriacea Clathrina sp.1-"yellow with tri- and tetractines" Clathrina sp.2-"yellow with only triactines" Cliona aprica Cliona caribbaea Cliona delitrix Cliona sp. Cliona tenuis Cliona varians Cliona vermifera Cribrochalina vasculum Desmapsama anchorata Desmapsamma anchorata Dictyonella funicularis Didiscus oxeata Diver (Person) Dragmacidon lunaecharta Dragmacidon reticulatum Dragmaxia undata Dysidea etheria Dysidea janiae Ectyoplasia ferox Erylus formosus Foliolina peltata Geodia gibberosa sp.-"melon" Geodia neptuni Geodia papyracea Haliclona magniconulosa Haliclona mucifibrosa Haliclona twincayensis Haliclona vermeuleni Hyrtios cavernosus Hyrtios sp.-"gray amphora" Hyrtios violaceus Igernella notabilis Iotrochota arenosa Iotrochota birotulata Ircinia campana Ircinia felix -"brown massive morphotype" Ircinia felix -"white morphotype" Ircinia ramose Ircinia sp.-"black and smooth morphotype" Ircinia sp.-"dirty morphotype" Ircinia sp.-"tigrina morphotype" Ircinia strobilina Knife Leucetta floridana Lissodendoryx colombiensis Lissodendoryx isodictyalis Measuring ruler Monachora arbuscula Monanchora arbuscula Mycale angulosa Mycale citrina Mycale laevis Mycale laxissima Mycale magniraphidiphera Mycale microsigmatosa Mycale paresperella Myrmekioderma gyroderma Myrmekioderma rea Neofibularia notilangere Neopetrosia carbonaria Neopetrosia proxima Neopetrosia rosariensis Neopetrosia sp.-"soft" Neopetrosia subtriangularis Niphates alba Niphates amorpha Niphates caribica Niphates digitalis Niphates erecta Oceanapia bartschi Petrosia pellasarca Petrosia weinbergi Phorbas amaranthus Pione lampa Placospherastra micraster Placospongia intermedia Plakina jamaicensis Plakinastrella sp. Plakortis angulospiculatus Plakortis halichondrioides "light brown morphotype" Plakortis halichondrioides -"dark morphotype" Plakortis sp.-"no spicules morphotype" Plankton Pleraplysilla sp. Polymastia tenax Ptilocaulis marquezii Ptilocaulis walpresii Quadrant Raphidophlus microchelus Raphidophlus schoenchus Raphidophlus venosa Scopalina ruetzleri Siphonodictyon brevitubulatum Siphonodictyon coralliphagum Smenospongia aurea Smenospongia conulosa Speciospongia vesparia Spheciospongia vesparium Spirastrella coccinea Spirastrella hartmani Spirastrella mollis Spirastrella sp. Spongia obscura sp.-"smooth" Spongia pertusa Spongia tubulifera Stelletta kallitetilla Stelletta pudica Strongylacidon griseum Suberea sp._"soft Aplysina lacunosa" Svenzea cristinae Svenzea flava Svenzea tubulosa Svenzea zeai Tectitethya crypta Tedania ignis Terpios manglaris Tethya aff. seychellensis Topsentia ophiraphidites Verongula gigantea Verongula reiswigi Verongula rigida Xestospongia deweerdtae Xestospongia muta Xetospongia caycedoci Xetospongia muta Xetospongia rosariensis Xetospongia sp. \ calanoida copepod eggs kni non-copepod oithona parasite poecilostomatoida white
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