Predicts house plant type with about 90% accuracy based on an image.
See https://www.kaggle.com/code/dima806/house-plant-image-detection-vit for more details.
Classification report:
precision recall f1-score support
African Violet (Saintpaulia ionantha) 0.9507 0.9815 0.9658 216
Aloe Vera 0.9587 0.9721 0.9654 215
Anthurium (Anthurium andraeanum) 0.9385 0.8472 0.8905 216
Areca Palm (Dypsis lutescens) 0.9793 0.8750 0.9242 216
Asparagus Fern (Asparagus setaceus) 0.9902 0.9352 0.9619 216
Begonia (Begonia spp.) 0.9538 0.2870 0.4413 216
Bird of Paradise (Strelitzia reginae) 0.9841 0.8651 0.9208 215
Birds Nest Fern (Asplenium nidus) 0.9591 0.9814 0.9701 215
Boston Fern (Nephrolepis exaltata) 0.9467 0.9907 0.9682 215
Calathea 0.8244 0.5000 0.6225 216
Cast Iron Plant (Aspidistra elatior) 0.8242 0.9769 0.8941 216
Chinese Money Plant (Pilea peperomioides) 0.9464 0.9815 0.9636 216
Chinese evergreen (Aglaonema) 0.9316 0.5046 0.6547 216
Christmas Cactus (Schlumbergera bridgesii) 0.9952 0.9630 0.9788 216
Chrysanthemum 0.9600 1.0000 0.9796 216
Ctenanthe 0.7590 0.8750 0.8129 216
Daffodils (Narcissus spp.) 0.9862 0.9907 0.9885 216
Dracaena 0.8476 0.6465 0.7335 215
Dumb Cane (Dieffenbachia spp.) 0.6795 0.9815 0.8030 216
Elephant Ear (Alocasia spp.) 0.8194 0.8611 0.8397 216
English Ivy (Hedera helix) 0.8983 0.9815 0.9381 216
Hyacinth (Hyacinthus orientalis) 0.9907 0.9861 0.9884 216
Iron Cross begonia (Begonia masoniana) 0.7554 0.9767 0.8519 215
Jade plant (Crassula ovata) 0.7462 0.9120 0.8208 216
Kalanchoe 0.8291 0.7639 0.7952 216
Lilium (Hemerocallis) 0.9420 0.9814 0.9613 215
Lily of the valley (Convallaria majalis) 0.9953 0.9907 0.9930 215
Money Tree (Pachira aquatica) 0.9375 0.5581 0.6997 215
Monstera Deliciosa (Monstera deliciosa) 0.9209 0.9167 0.9188 216
Orchid 0.9817 0.9907 0.9862 216
Parlor Palm (Chamaedorea elegans) 0.8560 0.9674 0.9083 215
Peace lily 0.9606 0.9070 0.9330 215
Poinsettia (Euphorbia pulcherrima) 0.9817 0.9953 0.9885 215
Polka Dot Plant (Hypoestes phyllostachya) 0.8400 0.9767 0.9032 215
Ponytail Palm (Beaucarnea recurvata) 0.9856 0.9491 0.9670 216
Pothos (Ivy arum) 0.8925 0.8843 0.8884 216
Prayer Plant (Maranta leuconeura) 0.8444 0.8837 0.8636 215
Rattlesnake Plant (Calathea lancifolia) 0.8917 0.9907 0.9386 216
Rubber Plant (Ficus elastica) 0.9060 0.9815 0.9422 216
Sago Palm (Cycas revoluta) 0.9908 1.0000 0.9954 216
Schefflera 0.7224 0.9398 0.8169 216
Snake plant (Sanseviera) 0.9535 0.9491 0.9513 216
Tradescantia 0.9384 0.9209 0.9296 215
Tulip 0.9907 0.9953 0.9930 215
Venus Flytrap 1.0000 0.9488 0.9737 215
Yucca 0.7852 0.9860 0.8742 215
ZZ Plant (Zamioculcas zamiifolia) 0.8826 0.9398 0.9103 216
accuracy 0.8997 10134
macro avg 0.9075 0.8998 0.8938 10134
weighted avg 0.9075 0.8997 0.8938 10134
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