

# Transfer Learning Vision Transformer (ViT) - Google 224 ViT Base Patch

## Description

This model is a Transfer Learning Vision Transformer (ViT) based on Google's 224 ViT Base Patch architecture. It has been fine-tuned on a dataset consisting of fungal images from Russia, with a specific focus on various fungi and lichen species.

## Model Information

- Model Name: Transfer Learning ViT - Google 224 ViT Base Patch
- Model Architecture: Vision Transformer (ViT)
- Base Architecture: Google's 224 ViT Base Patch
- Pre-trained on General ImageNet dataset
- Fine-tuned on: Fungal image dataset from Russia

## Performance

- Accuracy: 90.31%
- F1 Score: 86.33%

## Training Details

- Training Loss:
  - Initial: 1.043200
  - Final: 0.116200
- Validation Loss:
  - Initial: 0.822428
  - Final: 0.335994
- Training Epochs: 10
- Training Runtime: 18575.04 seconds
- Training Samples per Second: 33.327
- Training Steps per Second: 1.042
- Total FLOPs: 4.801 x 10^19

## Recommended Use Cases

- Species classification of various fungi and lichen in Russia.
- Fungal biodiversity studies.
- Image recognition tasks related to fungi and lichen species.

## Limitations

- The model's performance is optimized for fungal species and may not generalize well to other domains.
- The model may not perform well on images of fungi and lichen species from regions other than Russia.

## Model Author

Siddhant Dutta
boletus reticulatus coprinopsis atramentaria pleurotus pulmonarius gyromitra infula lactarius turpis nectria cinnabarina laetiporus sulphureus phellinus tremulae pholiota aurivella peltigera aphthosa lactarius torminosus armillaria borealis pseudevernia furfuracea vulpicida pinastri hericium coralloides hypogymnia physodes fomitopsis betulina amanita muscaria pleurotus ostreatus verpa bohemica coprinellus micaceus xanthoria parietina suillus luteus sarcosoma globosum coprinellus disseminatus rhytisma acerinum fomes fomentarius stropharia aeruginosa lycoperdon perlatum suillus grevillei sarcoscypha austriaca cerioporus squamosus coltricia perennis paxillus involutus kuehneromyces mutabilis chondrostereum purpureum trichaptum biforme daedaleopsis tricolor gyromitra gigas cantharellus cibarius macrolepiota procera hygrophoropsis aurantiaca hypholoma lateritium coprinus comatus peltigera praetextata lepista nuda phellinus igniarius tremella mesenterica apioperdon pyriforme cladonia stellaris flammulina velutipes parmelia sulcata leccinum aurantiacum merulius tremellosus daedaleopsis confragosa pholiota squarrosa lobaria pulmonaria phaeophyscia orbicularis calycina citrina sarcomyxa serotina fomitopsis pinicola urnula craterium cladonia rangiferina leccinum versipelle leccinum albostipitatum boletus edulis phallus impudicus imleria badia cladonia fimbriata chlorociboria aeruginascens amanita pantherina trametes ochracea mutinus ravenelii schizophyllum commune artomyces pyxidatus graphis scripta amanita citrina crucibulum laeve clitocybe nebularis stereum hirsutum cetraria islandica bjerkandera adusta suillus granulatus hypholoma fasciculare physcia adscendens trametes hirsuta gyromitra esculenta tricholomopsis rutilans panellus stipticus lactarius deliciosus inonotus obliquus evernia mesomorpha ganoderma applanatum phlebia radiata trametes versicolor calocera viscosa evernia prunastri platismatia glauca leccinum scabrum amanita rubescens