Instructions to use kiolPL/naturavision with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use kiolPL/naturavision with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("Qwen/Qwen3.5-4B") model = PeftModel.from_pretrained(base_model, "kiolPL/naturavision") - Notebooks
- Google Colab
- Kaggle
| { | |
| "supported_labels": [ | |
| "PLANT_01", | |
| "PLANT_02", | |
| "PLANT_03", | |
| "PLANT_04", | |
| "PLANT_05", | |
| "PLANT_06", | |
| "PLANT_07", | |
| "PLANT_08", | |
| "PLANT_09", | |
| "PLANT_10", | |
| "PLANT_11", | |
| "PLANT_12", | |
| "PLANT_13", | |
| "PLANT_14", | |
| "PLANT_15", | |
| "PLANT_16", | |
| "PLANT_17", | |
| "PLANT_18", | |
| "PLANT_19", | |
| "PLANT_20", | |
| "FUN_01", | |
| "FUN_02", | |
| "FUN_03", | |
| "FUN_04", | |
| "FUN_05", | |
| "FUN_06", | |
| "FUN_07", | |
| "FUN_08", | |
| "FUN_09", | |
| "FUN_10", | |
| "FUN_11", | |
| "FUN_12", | |
| "FUN_13", | |
| "FUN_14", | |
| "FUN_15", | |
| "FUN_16", | |
| "FUN_17", | |
| "FUN_18", | |
| "FUN_19", | |
| "FUN_20", | |
| "unknown" | |
| ], | |
| "training_supported_labels": [ | |
| "PLANT_01", | |
| "PLANT_02", | |
| "PLANT_03", | |
| "PLANT_04", | |
| "PLANT_05", | |
| "PLANT_06", | |
| "PLANT_07", | |
| "PLANT_08", | |
| "PLANT_09", | |
| "PLANT_10", | |
| "PLANT_11", | |
| "PLANT_12", | |
| "PLANT_13", | |
| "PLANT_14", | |
| "PLANT_15", | |
| "PLANT_16", | |
| "PLANT_17", | |
| "PLANT_18", | |
| "PLANT_19", | |
| "PLANT_20", | |
| "FUN_01", | |
| "FUN_02", | |
| "FUN_03", | |
| "FUN_04", | |
| "FUN_05", | |
| "FUN_06", | |
| "FUN_07", | |
| "FUN_08", | |
| "FUN_09", | |
| "FUN_10", | |
| "FUN_11", | |
| "FUN_12", | |
| "FUN_13", | |
| "FUN_14", | |
| "FUN_15", | |
| "FUN_16", | |
| "FUN_17", | |
| "FUN_18", | |
| "FUN_19", | |
| "FUN_20", | |
| "UNK_NON_TARGET_PLANT", | |
| "UNK_NON_TARGET_FUNGUS", | |
| "UNK_OTHER_OR_AMBIGUOUS" | |
| ], | |
| "collapse_to_public": { | |
| "UNK_NON_TARGET_PLANT": "unknown", | |
| "UNK_NON_TARGET_FUNGUS": "unknown", | |
| "UNK_OTHER_OR_AMBIGUOUS": "unknown" | |
| }, | |
| "by_id": { | |
| "PLANT_01": { | |
| "label_id": "PLANT_01", | |
| "kingdom": "plants", | |
| "scientific_name": "Pinus sylvestris", | |
| "polish_name": "sosna zwyczajna", | |
| "english_name": "Scots pine" | |
| }, | |
| "PLANT_02": { | |
| "label_id": "PLANT_02", | |
| "kingdom": "plants", | |
| "scientific_name": "Picea abies", | |
| "polish_name": "swierk pospolity", | |
| "english_name": "Norway spruce" | |
| }, | |
| "PLANT_03": { | |
| "label_id": "PLANT_03", | |
| "kingdom": "plants", | |
| "scientific_name": "Betula pendula", | |
| "polish_name": "brzoza brodawkowata", | |
| "english_name": "silver birch" | |
| }, | |
| "PLANT_04": { | |
| "label_id": "PLANT_04", | |
| "kingdom": "plants", | |
| "scientific_name": "Betula pubescens", | |
| "polish_name": "brzoza omszona", | |
| "english_name": "downy birch" | |
| }, | |
| "PLANT_05": { | |
| "label_id": "PLANT_05", | |
| "kingdom": "plants", | |
| "scientific_name": "Quercus robur", | |
| "polish_name": "dab szypulkowy", | |
| "english_name": "pedunculate oak" | |
| }, | |
| "PLANT_06": { | |
| "label_id": "PLANT_06", | |
| "kingdom": "plants", | |
| "scientific_name": "Quercus petraea", | |
| "polish_name": "dab bezszypulkowy", | |
| "english_name": "sessile oak" | |
| }, | |
| "PLANT_07": { | |
| "label_id": "PLANT_07", | |
| "kingdom": "plants", | |
| "scientific_name": "Fagus sylvatica", | |
| "polish_name": "buk zwyczajny", | |
| "english_name": "European beech" | |
| }, | |
| "PLANT_08": { | |
| "label_id": "PLANT_08", | |
| "kingdom": "plants", | |
| "scientific_name": "Alnus glutinosa", | |
| "polish_name": "olsza czarna", | |
| "english_name": "black alder" | |
| }, | |
| "PLANT_09": { | |
| "label_id": "PLANT_09", | |
| "kingdom": "plants", | |
| "scientific_name": "Populus tremula", | |
| "polish_name": "osika", | |
| "english_name": "European aspen" | |
| }, | |
| "PLANT_10": { | |
| "label_id": "PLANT_10", | |
| "kingdom": "plants", | |
| "scientific_name": "Acer platanoides", | |
| "polish_name": "klon zwyczajny", | |
| "english_name": "Norway maple" | |
| }, | |
| "PLANT_11": { | |
| "label_id": "PLANT_11", | |
| "kingdom": "plants", | |
| "scientific_name": "Sorbus aucuparia", | |
| "polish_name": "jarzab pospolity", | |
| "english_name": "rowan" | |
| }, | |
| "PLANT_12": { | |
| "label_id": "PLANT_12", | |
| "kingdom": "plants", | |
| "scientific_name": "Corylus avellana", | |
| "polish_name": "leszczyna pospolita", | |
| "english_name": "common hazel" | |
| }, | |
| "PLANT_13": { | |
| "label_id": "PLANT_13", | |
| "kingdom": "plants", | |
| "scientific_name": "Vaccinium myrtillus", | |
| "polish_name": "borowka czarna", | |
| "english_name": "bilberry" | |
| }, | |
| "PLANT_14": { | |
| "label_id": "PLANT_14", | |
| "kingdom": "plants", | |
| "scientific_name": "Vaccinium vitis-idaea", | |
| "polish_name": "borowka brusznica", | |
| "english_name": "lingonberry" | |
| }, | |
| "PLANT_15": { | |
| "label_id": "PLANT_15", | |
| "kingdom": "plants", | |
| "scientific_name": "Calluna vulgaris", | |
| "polish_name": "wrzos zwyczajny", | |
| "english_name": "heather" | |
| }, | |
| "PLANT_16": { | |
| "label_id": "PLANT_16", | |
| "kingdom": "plants", | |
| "scientific_name": "Convallaria majalis", | |
| "polish_name": "konwalia majowa", | |
| "english_name": "lily of the valley" | |
| }, | |
| "PLANT_17": { | |
| "label_id": "PLANT_17", | |
| "kingdom": "plants", | |
| "scientific_name": "Oxalis acetosella", | |
| "polish_name": "szczawik zajeczy", | |
| "english_name": "wood sorrel" | |
| }, | |
| "PLANT_18": { | |
| "label_id": "PLANT_18", | |
| "kingdom": "plants", | |
| "scientific_name": "Anemone nemorosa", | |
| "polish_name": "zawilec gajowy", | |
| "english_name": "wood anemone" | |
| }, | |
| "PLANT_19": { | |
| "label_id": "PLANT_19", | |
| "kingdom": "plants", | |
| "scientific_name": "Maianthemum bifolium", | |
| "polish_name": "konwalijka dwulistna", | |
| "english_name": "false lily of the valley" | |
| }, | |
| "PLANT_20": { | |
| "label_id": "PLANT_20", | |
| "kingdom": "plants", | |
| "scientific_name": "Pteridium aquilinum", | |
| "polish_name": "orlica pospolita", | |
| "english_name": "bracken" | |
| }, | |
| "FUN_01": { | |
| "label_id": "FUN_01", | |
| "kingdom": "fungi", | |
| "scientific_name": "Boletus edulis", | |
| "polish_name": "borowik szlachetny", | |
| "english_name": "king bolete" | |
| }, | |
| "FUN_02": { | |
| "label_id": "FUN_02", | |
| "kingdom": "fungi", | |
| "scientific_name": "Leccinum scabrum", | |
| "polish_name": "kozlarz babka", | |
| "english_name": "birch bolete" | |
| }, | |
| "FUN_03": { | |
| "label_id": "FUN_03", | |
| "kingdom": "fungi", | |
| "scientific_name": "Leccinum aurantiacum", | |
| "polish_name": "kozlarz czerwony", | |
| "english_name": "red-capped scaber stalk" | |
| }, | |
| "FUN_04": { | |
| "label_id": "FUN_04", | |
| "kingdom": "fungi", | |
| "scientific_name": "Cantharellus cibarius", | |
| "polish_name": "pieprznik jadalny", | |
| "english_name": "chanterelle" | |
| }, | |
| "FUN_05": { | |
| "label_id": "FUN_05", | |
| "kingdom": "fungi", | |
| "scientific_name": "Suillus luteus", | |
| "polish_name": "maslak zwyczajny", | |
| "english_name": "slippery jack" | |
| }, | |
| "FUN_06": { | |
| "label_id": "FUN_06", | |
| "kingdom": "fungi", | |
| "scientific_name": "Suillus bovinus", | |
| "polish_name": "maslak sitarz", | |
| "english_name": "Jersey cow mushroom" | |
| }, | |
| "FUN_07": { | |
| "label_id": "FUN_07", | |
| "kingdom": "fungi", | |
| "scientific_name": "Lactarius deliciosus", | |
| "polish_name": "mleczaj rydz", | |
| "english_name": "saffron milk cap" | |
| }, | |
| "FUN_08": { | |
| "label_id": "FUN_08", | |
| "kingdom": "fungi", | |
| "scientific_name": "Lactarius deterrimus", | |
| "polish_name": "mleczaj swierkowy", | |
| "english_name": "spruce milk cap" | |
| }, | |
| "FUN_09": { | |
| "label_id": "FUN_09", | |
| "kingdom": "fungi", | |
| "scientific_name": "Russula cyanoxantha", | |
| "polish_name": "golabek zielonawofioletowy", | |
| "english_name": "charcoal burner" | |
| }, | |
| "FUN_10": { | |
| "label_id": "FUN_10", | |
| "kingdom": "fungi", | |
| "scientific_name": "Russula claroflava", | |
| "polish_name": "golabek blotny", | |
| "english_name": "yellow swamp russula" | |
| }, | |
| "FUN_11": { | |
| "label_id": "FUN_11", | |
| "kingdom": "fungi", | |
| "scientific_name": "Macrolepiota procera", | |
| "polish_name": "czubajka kania", | |
| "english_name": "parasol mushroom" | |
| }, | |
| "FUN_12": { | |
| "label_id": "FUN_12", | |
| "kingdom": "fungi", | |
| "scientific_name": "Amanita muscaria", | |
| "polish_name": "muchomor czerwony", | |
| "english_name": "fly agaric" | |
| }, | |
| "FUN_13": { | |
| "label_id": "FUN_13", | |
| "kingdom": "fungi", | |
| "scientific_name": "Amanita phalloides", | |
| "polish_name": "muchomor sromotnikowy", | |
| "english_name": "death cap" | |
| }, | |
| "FUN_14": { | |
| "label_id": "FUN_14", | |
| "kingdom": "fungi", | |
| "scientific_name": "Armillaria mellea", | |
| "polish_name": "opienka miodowa", | |
| "english_name": "honey fungus" | |
| }, | |
| "FUN_15": { | |
| "label_id": "FUN_15", | |
| "kingdom": "fungi", | |
| "scientific_name": "Coprinus comatus", | |
| "polish_name": "czernidlak kolpakowaty", | |
| "english_name": "shaggy ink cap" | |
| }, | |
| "FUN_16": { | |
| "label_id": "FUN_16", | |
| "kingdom": "fungi", | |
| "scientific_name": "Lycoperdon perlatum", | |
| "polish_name": "purchawka chropowata", | |
| "english_name": "common puffball" | |
| }, | |
| "FUN_17": { | |
| "label_id": "FUN_17", | |
| "kingdom": "fungi", | |
| "scientific_name": "Phallus impudicus", | |
| "polish_name": "sromotnik bezwstydny", | |
| "english_name": "common stinkhorn" | |
| }, | |
| "FUN_18": { | |
| "label_id": "FUN_18", | |
| "kingdom": "fungi", | |
| "scientific_name": "Fomitopsis pinicola", | |
| "polish_name": "pniarek obrzezony", | |
| "english_name": "red-belted bracket" | |
| }, | |
| "FUN_19": { | |
| "label_id": "FUN_19", | |
| "kingdom": "fungi", | |
| "scientific_name": "Trametes versicolor", | |
| "polish_name": "wrosniak roznobarwny", | |
| "english_name": "turkey tail" | |
| }, | |
| "FUN_20": { | |
| "label_id": "FUN_20", | |
| "kingdom": "fungi", | |
| "scientific_name": "Xerocomellus chrysenteron", | |
| "polish_name": "podgrzybek czerwonawy", | |
| "english_name": "red cracking bolete" | |
| }, | |
| "unknown": { | |
| "label_id": "unknown", | |
| "kingdom": "unknown", | |
| "scientific_name": "unknown", | |
| "polish_name": "nieznane", | |
| "english_name": "unknown" | |
| }, | |
| "UNK_NON_TARGET_PLANT": { | |
| "label_id": "UNK_NON_TARGET_PLANT", | |
| "kingdom": "plants", | |
| "scientific_name": "unknown_non_target_plant", | |
| "polish_name": "nieznana roslina spoza taksonomii", | |
| "english_name": "unknown non-target plant", | |
| "public_label_id": "unknown" | |
| }, | |
| "UNK_NON_TARGET_FUNGUS": { | |
| "label_id": "UNK_NON_TARGET_FUNGUS", | |
| "kingdom": "fungi", | |
| "scientific_name": "unknown_non_target_fungus", | |
| "polish_name": "nieznany grzyb spoza taksonomii", | |
| "english_name": "unknown non-target fungus", | |
| "public_label_id": "unknown" | |
| }, | |
| "UNK_OTHER_OR_AMBIGUOUS": { | |
| "label_id": "UNK_OTHER_OR_AMBIGUOUS", | |
| "kingdom": "unknown", | |
| "scientific_name": "unknown_other_or_ambiguous", | |
| "polish_name": "inne lub niejednoznaczne", | |
| "english_name": "other or ambiguous", | |
| "public_label_id": "unknown" | |
| } | |
| } | |
| } | |