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--- |
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license: apache-2.0 |
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metrics: |
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- accuracy |
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- f1 |
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base_model: |
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- google/vit-base-patch16-224-in21k |
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--- |
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Returns mushroom type given an image. |
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![image/png](https://cdn-uploads.huggingface.co/production/uploads/6449300e3adf50d864095b90/_tfRCaKBzs3rx82PT2xX2.png) |
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See https://www.kaggle.com/code/dima806/mushrooms-image-detection-vit for more details. |
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``` |
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Classification report: |
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precision recall f1-score support |
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Urnula craterium 0.9804 0.9863 0.9833 2335 |
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Leccinum albostipitatum 0.7755 0.9054 0.8354 2335 |
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Lactarius deliciosus 0.9284 0.8163 0.8687 2335 |
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Clitocybe nebularis 0.9409 0.9550 0.9479 2335 |
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Hypholoma fasciculare 0.8962 0.8176 0.8551 2335 |
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Lactarius torminosus 0.8862 0.9306 0.9078 2334 |
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Lycoperdon perlatum 0.9459 0.9653 0.9555 2335 |
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Verpa bohemica 0.9927 0.9957 0.9942 2335 |
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Schizophyllum commune 0.9346 0.9666 0.9503 2335 |
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Leccinum aurantiacum 0.7167 0.4887 0.5811 2335 |
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Phellinus igniarius 0.8414 0.8338 0.8376 2335 |
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Suillus luteus 0.7222 0.3362 0.4588 2335 |
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Coltricia perennis 0.9756 0.9422 0.9586 2335 |
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Cetraria islandica 0.9851 0.9910 0.9880 2335 |
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Amanita muscaria 0.9956 0.9764 0.9859 2335 |
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Pholiota aurivella 0.9295 0.9486 0.9389 2334 |
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Trichaptum biforme 0.8943 0.8587 0.8761 2335 |
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Artomyces pyxidatus 0.9987 0.9936 0.9961 2335 |
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Calocera viscosa 1.0000 0.9983 0.9991 2335 |
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Sarcosoma globosum 0.9713 0.9700 0.9706 2335 |
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Evernia prunastri 0.8245 0.8934 0.8576 2335 |
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Laetiporus sulphureus 0.9613 0.9782 0.9696 2335 |
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Lobaria pulmonaria 0.9720 0.9820 0.9770 2335 |
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Bjerkandera adusta 0.8449 0.8073 0.8257 2335 |
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Vulpicida pinastri 0.9771 0.9880 0.9825 2335 |
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Imleria badia 0.7537 0.8099 0.7808 2335 |
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Evernia mesomorpha 0.9160 0.9015 0.9087 2335 |
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Physcia adscendens 0.8479 0.8043 0.8255 2335 |
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Coprinellus micaceus 0.9189 0.8985 0.9086 2334 |
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Armillaria borealis 0.9301 0.6444 0.7613 2334 |
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Trametes ochracea 0.7924 0.6737 0.7282 2335 |
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Cantharellus cibarius 0.9110 0.9773 0.9430 2335 |
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Pseudevernia furfuracea 0.8943 0.8373 0.8649 2335 |
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Tremella mesenterica 0.9966 0.9927 0.9946 2335 |
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Gyromitra infula 0.9682 0.9516 0.9598 2335 |
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Leccinum versipelle 0.7239 0.7850 0.7532 2335 |
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Mutinus ravenelii 0.9974 1.0000 0.9987 2335 |
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Pholiota squarrosa 0.8284 0.9285 0.8756 2335 |
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Amanita rubescens 0.8616 0.9062 0.8833 2335 |
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Amanita pantherina 0.9391 0.8723 0.9045 2334 |
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Sarcoscypha austriaca 0.9936 0.9914 0.9925 2334 |
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Boletus edulis 0.5996 0.9336 0.7302 2334 |
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Coprinus comatus 0.9641 0.9897 0.9768 2335 |
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Merulius tremellosus 0.8698 0.9272 0.8976 2335 |
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Stropharia aeruginosa 0.9871 0.9842 0.9856 2335 |
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Cladonia fimbriata 0.9746 0.9854 0.9800 2334 |
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Suillus grevillei 0.8932 0.4981 0.6395 2335 |
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Apioperdon pyriforme 0.9200 0.9499 0.9347 2335 |
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Cerioporus squamosus 0.9427 0.9657 0.9541 2335 |
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Leccinum scabrum 0.7482 0.9152 0.8233 2335 |
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Rhytisma acerinum 1.0000 0.9949 0.9974 2335 |
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Hypholoma lateritium 0.8445 0.9092 0.8756 2335 |
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Flammulina velutipes 0.8947 0.9028 0.8987 2335 |
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Tricholomopsis rutilans 0.9374 0.8587 0.8963 2335 |
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Coprinopsis atramentaria 0.9285 0.9345 0.9315 2335 |
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Trametes versicolor 0.8279 0.8946 0.8600 2334 |
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Graphis scripta 0.9783 0.9871 0.9827 2334 |
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Ganoderma applanatum 0.9162 0.9550 0.9352 2335 |
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Phellinus tremulae 0.9149 0.8514 0.8820 2335 |
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Peltigera aphthosa 0.9888 0.9863 0.9876 2335 |
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Parmelia sulcata 0.8994 0.9229 0.9110 2335 |
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Fomitopsis betulina 0.8678 0.9675 0.9149 2335 |
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Pleurotus pulmonarius 0.8910 0.9139 0.9023 2335 |
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Fomitopsis pinicola 0.9453 0.9615 0.9533 2335 |
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Daedaleopsis confragosa 0.7665 0.8518 0.8069 2335 |
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Hericium coralloides 0.9906 0.9897 0.9901 2334 |
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Trametes hirsuta 0.8239 0.8518 0.8376 2334 |
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Coprinellus disseminatus 0.9406 0.9490 0.9448 2335 |
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Kuehneromyces mutabilis 0.7731 0.9208 0.8405 2335 |
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Pleurotus ostreatus 0.7244 0.8994 0.8024 2335 |
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Phlebia radiata 0.9601 0.9589 0.9595 2335 |
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Boletus reticulatus 0.9405 0.2775 0.4286 2335 |
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Phallus impudicus 0.9956 0.9649 0.9800 2335 |
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Macrolepiota procera 0.9818 0.9923 0.9870 2334 |
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Fomes fomentarius 0.9058 0.9267 0.9161 2334 |
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Suillus granulatus 0.4872 0.9276 0.6388 2335 |
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Gyromitra esculenta 0.9380 0.9465 0.9422 2335 |
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Xanthoria parietina 0.9657 0.9645 0.9651 2335 |
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Nectria cinnabarina 0.9882 0.9704 0.9793 2335 |
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Sarcomyxa serotina 0.9546 0.4411 0.6034 2335 |
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Inonotus obliquus 0.9568 0.9970 0.9765 2334 |
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Panellus stipticus 0.8756 0.8385 0.8566 2334 |
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Hypogymnia physodes 0.8739 0.9327 0.9024 2334 |
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Hygrophoropsis aurantiaca 0.9132 0.9195 0.9163 2334 |
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Cladonia rangiferina 0.9404 0.9195 0.9298 2335 |
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Platismatia glauca 0.9523 0.9567 0.9545 2335 |
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Calycina citrina 0.9822 0.9949 0.9885 2335 |
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Cladonia stellaris 0.9377 0.9610 0.9492 2334 |
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Amanita citrina 0.9392 0.9799 0.9591 2334 |
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Lepista nuda 0.9778 0.9820 0.9799 2335 |
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Gyromitra gigas 0.9701 0.9576 0.9638 2335 |
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Crucibulum laeve 0.9226 0.9602 0.9410 2335 |
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Daedaleopsis tricolor 0.8988 0.8176 0.8562 2335 |
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Stereum hirsutum 0.9009 0.8604 0.8802 2335 |
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Paxillus involutus 0.7496 0.9075 0.8210 2335 |
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Lactarius turpis 0.9355 0.8942 0.9144 2335 |
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Chlorociboria aeruginascens 1.0000 0.9949 0.9974 2335 |
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Chondrostereum purpureum 0.9353 0.8976 0.9161 2335 |
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Phaeophyscia orbicularis 0.8864 0.8424 0.8639 2335 |
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Peltigera praetextata 0.9847 0.9679 0.9762 2335 |
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accuracy 0.8990 233480 |
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macro avg 0.9057 0.8990 0.8960 233480 |
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weighted avg 0.9057 0.8990 0.8960 233480 |
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``` |