Official Porifera Classifier Computer Vision Project

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Classes (195)
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.

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Description

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.

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LICENSE
CC BY 4.0

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 2024-10-09 },
                            }
                        
                    

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