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