|
--- |
|
license: apache-2.0 |
|
language: |
|
- en |
|
base_model: |
|
- google/siglip2-base-patch16-224 |
|
pipeline_tag: image-classification |
|
library_name: transformers |
|
tags: |
|
- bird |
|
- species |
|
- classifier |
|
--- |
|
 |
|
|
|
# **Bird-Species-Classifier-526** |
|
|
|
> **Bird-Species-Classifier-526** is an image classification vision-language encoder model fine-tuned from **google/siglip2-base-patch16-224** for a single-label classification task. It is designed to classify different bird species using the **SiglipForImageClassification** architecture. |
|
|
|
```python |
|
Prediction metrics: {'test_loss': 0.5863810181617737, 'test_model_preparation_time': 0.0029, 'test_accuracy': 0.8992497193832338, 'test_runtime': 1005.4898, 'test_samples_per_second': 84.173, 'test_steps_per_second': 10.522} |
|
Accuracy: 0.8992 |
|
F1 Score: 0.8985 |
|
``` |
|
|
|
```py |
|
labels_list = [ |
|
'ABBOTTS BABBLER', |
|
'ABBOTTS BOOBY', |
|
'ABYSSINIAN GROUND HORNBILL', |
|
'AFRICAN CROWNED CRANE', |
|
'AFRICAN EMERALD CUCKOO', |
|
'AFRICAN FIREFINCH', |
|
'AFRICAN OYSTER CATCHER', |
|
'AFRICAN PIED HORNBILL', |
|
'AFRICAN PYGMY GOOSE', |
|
'ALBATROSS', |
|
'ALBERTS TOWHEE', |
|
'ALEXANDRINE PARAKEET', |
|
'ALPINE CHOUGH', |
|
'ALTAMIRA YELLOWTHROAT', |
|
'AMERICAN AVOCET', |
|
'AMERICAN BITTERN', |
|
'AMERICAN COOT', |
|
'AMERICAN DIPPER', |
|
'AMERICAN FLAMINGO', |
|
'AMERICAN GOLDFINCH', |
|
'AMERICAN KESTREL', |
|
'AMERICAN PIPIT', |
|
'AMERICAN REDSTART', |
|
'AMERICAN ROBIN', |
|
'AMERICAN WIGEON', |
|
'AMETHYST WOODSTAR', |
|
'ANDEAN GOOSE', |
|
'ANDEAN LAPWING', |
|
'ANDEAN SISKIN', |
|
'ANHINGA', |
|
'ANIANIAU', |
|
'ANNAS HUMMINGBIRD', |
|
'ANTBIRD', |
|
'ANTILLEAN EUPHONIA', |
|
'APAPANE', |
|
'APOSTLEBIRD', |
|
'ARARIPE MANAKIN', |
|
'ASHY STORM PETREL', |
|
'ASHY THRUSHBIRD', |
|
'ASIAN CRESTED IBIS', |
|
'ASIAN DOLLARD BIRD', |
|
'ASIAN GREEN BEE EATER', |
|
'ASIAN OPENBILL STORK', |
|
'AUCKLAND SHAQ', |
|
'AUSTRAL CANASTERO', |
|
'AUSTRALASIAN FIGBIRD', |
|
'AVADAVAT', |
|
'AZARAS SPINETAIL', |
|
'AZURE BREASTED PITTA', |
|
'AZURE JAY', |
|
'AZURE TANAGER', |
|
'AZURE TIT', |
|
'BAIKAL TEAL', |
|
'BALD EAGLE', |
|
'BALD IBIS', |
|
'BALI STARLING', |
|
'BALTIMORE ORIOLE', |
|
'BANANAQUIT', |
|
'BAND TAILED GUAN', |
|
'BANDED BROADBILL', |
|
'BANDED PITA', |
|
'BANDED STILT', |
|
'BAR-TAILED GODWIT', |
|
'BARN OWL', |
|
'BARN SWALLOW', |
|
'BARRED PUFFBIRD', |
|
'BARROWS GOLDENEYE', |
|
'BAY-BREASTED WARBLER', |
|
'BEARDED BARBET', |
|
'BEARDED BELLBIRD', |
|
'BEARDED REEDLING', |
|
'BELTED KINGFISHER', |
|
'BIRD OF PARADISE', |
|
'BLACK AND YELLOW BROADBILL', |
|
'BLACK BAZA', |
|
'BLACK BREASTED PUFFBIRD', |
|
'BLACK COCKATO', |
|
'BLACK FACED SPOONBILL', |
|
'BLACK FRANCOLIN', |
|
'BLACK HEADED CAIQUE', |
|
'BLACK NECKED STILT', |
|
'BLACK SKIMMER', |
|
'BLACK SWAN', |
|
'BLACK TAIL CRAKE', |
|
'BLACK THROATED BUSHTIT', |
|
'BLACK THROATED HUET', |
|
'BLACK THROATED WARBLER', |
|
'BLACK VENTED SHEARWATER', |
|
'BLACK VULTURE', |
|
'BLACK-CAPPED CHICKADEE', |
|
'BLACK-NECKED GREBE', |
|
'BLACK-THROATED SPARROW', |
|
'BLACKBURNIAM WARBLER', |
|
'BLONDE CRESTED WOODPECKER', |
|
'BLOOD PHEASANT', |
|
'BLUE COAU', |
|
'BLUE DACNIS', |
|
'BLUE GRAY GNATCATCHER', |
|
'BLUE GROSBEAK', |
|
'BLUE GROUSE', |
|
'BLUE HERON', |
|
'BLUE MALKOHA', |
|
'BLUE THROATED PIPING GUAN', |
|
'BLUE THROATED TOUCANET', |
|
'BOBOLINK', |
|
'BORNEAN BRISTLEHEAD', |
|
'BORNEAN LEAFBIRD', |
|
'BORNEAN PHEASANT', |
|
'BRANDT CORMARANT', |
|
'BREWERS BLACKBIRD', |
|
'BROWN CREPPER', |
|
'BROWN HEADED COWBIRD', |
|
'BROWN NOODY', |
|
'BROWN THRASHER', |
|
'BUFFLEHEAD', |
|
'BULWERS PHEASANT', |
|
'BURCHELLS COURSER', |
|
'BUSH TURKEY', |
|
'CAATINGA CACHOLOTE', |
|
'CABOTS TRAGOPAN', |
|
'CACTUS WREN', |
|
'CALIFORNIA CONDOR', |
|
'CALIFORNIA GULL', |
|
'CALIFORNIA QUAIL', |
|
'CAMPO FLICKER', |
|
'CANARY', |
|
'CANVASBACK', |
|
'CAPE GLOSSY STARLING', |
|
'CAPE LONGCLAW', |
|
'CAPE MAY WARBLER', |
|
'CAPE ROCK THRUSH', |
|
'CAPPED HERON', |
|
'CAPUCHINBIRD', |
|
'CARMINE BEE-EATER', |
|
'CASPIAN TERN', |
|
'CASSOWARY', |
|
'CEDAR WAXWING', |
|
'CERULEAN WARBLER', |
|
'CHARA DE COLLAR', |
|
'CHATTERING LORY', |
|
'CHESTNET BELLIED EUPHONIA', |
|
'CHESTNUT WINGED CUCKOO', |
|
'CHINESE BAMBOO PARTRIDGE', |
|
'CHINESE POND HERON', |
|
'CHIPPING SPARROW', |
|
'CHUCAO TAPACULO', |
|
'CHUKAR PARTRIDGE', |
|
'CINNAMON ATTILA', |
|
'CINNAMON FLYCATCHER', |
|
'CINNAMON TEAL', |
|
'CLARKS GREBE', |
|
'CLARKS NUTCRACKER', |
|
'COCK OF THE ROCK', |
|
'COCKATOO', |
|
'COLLARED ARACARI', |
|
'COLLARED CRESCENTCHEST', |
|
'COMMON FIRECREST', |
|
'COMMON GRACKLE', |
|
'COMMON HOUSE MARTIN', |
|
'COMMON IORA', |
|
'COMMON LOON', |
|
'COMMON POORWILL', |
|
'COMMON STARLING', |
|
'COPPERSMITH BARBET', |
|
'COPPERY TAILED COUCAL', |
|
'CRAB PLOVER', |
|
'CRANE HAWK', |
|
'CREAM COLORED WOODPECKER', |
|
'CRESTED AUKLET', |
|
'CRESTED CARACARA', |
|
'CRESTED COUA', |
|
'CRESTED FIREBACK', |
|
'CRESTED KINGFISHER', |
|
'CRESTED NUTHATCH', |
|
'CRESTED OROPENDOLA', |
|
'CRESTED SERPENT EAGLE', |
|
'CRESTED SHRIKETIT', |
|
'CRESTED WOOD PARTRIDGE', |
|
'CRIMSON CHAT', |
|
'CRIMSON SUNBIRD', |
|
'CROW', |
|
'CUBAN TODY', |
|
'CUBAN TROGON', |
|
'CURL CRESTED ARACURI', |
|
'D-ARNAUDS BARBET', |
|
'DALMATIAN PELICAN', |
|
'DARJEELING WOODPECKER', |
|
'DARK EYED JUNCO', |
|
'DAURIAN REDSTART', |
|
'DEMOISELLE CRANE', |
|
'DOUBLE BARRED FINCH', |
|
'DOUBLE BRESTED CORMARANT', |
|
'DOUBLE EYED FIG PARROT', |
|
'DOWNY WOODPECKER', |
|
'DUNLIN', |
|
'DUSKY LORY', |
|
'DUSKY ROBIN', |
|
'EARED PITA', |
|
'EASTERN BLUEBIRD', |
|
'EASTERN BLUEBONNET', |
|
'EASTERN GOLDEN WEAVER', |
|
'EASTERN MEADOWLARK', |
|
'EASTERN ROSELLA', |
|
'EASTERN TOWEE', |
|
'EASTERN WIP POOR WILL', |
|
'EASTERN YELLOW ROBIN', |
|
'ECUADORIAN HILLSTAR', |
|
'EGYPTIAN GOOSE', |
|
'ELEGANT TROGON', |
|
'ELLIOTS PHEASANT', |
|
'EMERALD TANAGER', |
|
'EMPEROR PENGUIN', |
|
'EMU', |
|
'ENGGANO MYNA', |
|
'EURASIAN BULLFINCH', |
|
'EURASIAN GOLDEN ORIOLE', |
|
'EURASIAN MAGPIE', |
|
'EUROPEAN GOLDFINCH', |
|
'EUROPEAN TURTLE DOVE', |
|
'EVENING GROSBEAK', |
|
'FAIRY BLUEBIRD', |
|
'FAIRY PENGUIN', |
|
'FAIRY TERN', |
|
'FAN TAILED WIDOW', |
|
'FASCIATED WREN', |
|
'FIERY MINIVET', |
|
'FIORDLAND PENGUIN', |
|
'FIRE TAILLED MYZORNIS', |
|
'FLAME BOWERBIRD', |
|
'FLAME TANAGER', |
|
'FOREST WAGTAIL', |
|
'FRIGATE', |
|
'FRILL BACK PIGEON', |
|
'GAMBELS QUAIL', |
|
'GANG GANG COCKATOO', |
|
'GILA WOODPECKER', |
|
'GILDED FLICKER', |
|
'GLOSSY IBIS', |
|
'GO AWAY BIRD', |
|
'GOLD WING WARBLER', |
|
'GOLDEN BOWER BIRD', |
|
'GOLDEN CHEEKED WARBLER', |
|
'GOLDEN CHLOROPHONIA', |
|
'GOLDEN EAGLE', |
|
'GOLDEN PARAKEET', |
|
'GOLDEN PHEASANT', |
|
'GOLDEN PIPIT', |
|
'GOULDIAN FINCH', |
|
'GRANDALA', |
|
'GRAY CATBIRD', |
|
'GRAY KINGBIRD', |
|
'GRAY PARTRIDGE', |
|
'GREAT ARGUS', |
|
'GREAT GRAY OWL', |
|
'GREAT JACAMAR', |
|
'GREAT KISKADEE', |
|
'GREAT POTOO', |
|
'GREAT TINAMOU', |
|
'GREAT XENOPS', |
|
'GREATER PEWEE', |
|
'GREATER PRAIRIE CHICKEN', |
|
'GREATOR SAGE GROUSE', |
|
'GREEN BROADBILL', |
|
'GREEN JAY', |
|
'GREEN MAGPIE', |
|
'GREEN WINGED DOVE', |
|
'GREY CUCKOOSHRIKE', |
|
'GREY HEADED CHACHALACA', |
|
'GREY HEADED FISH EAGLE', |
|
'GREY PLOVER', |
|
'GROVED BILLED ANI', |
|
'GUINEA TURACO', |
|
'GUINEAFOWL', |
|
'GURNEYS PITTA', |
|
'GYRFALCON', |
|
'HAMERKOP', |
|
'HARLEQUIN DUCK', |
|
'HARLEQUIN QUAIL', |
|
'HARPY EAGLE', |
|
'HAWAIIAN GOOSE', |
|
'HAWFINCH', |
|
'HELMET VANGA', |
|
'HEPATIC TANAGER', |
|
'HIMALAYAN BLUETAIL', |
|
'HIMALAYAN MONAL', |
|
'HOATZIN', |
|
'HOODED MERGANSER', |
|
'HOOPOES', |
|
'HORNED GUAN', |
|
'HORNED LARK', |
|
'HORNED SUNGEM', |
|
'HOUSE FINCH', |
|
'HOUSE SPARROW', |
|
'HYACINTH MACAW', |
|
'IBERIAN MAGPIE', |
|
'IBISBILL', |
|
'IMPERIAL SHAQ', |
|
'INCA TERN', |
|
'INDIAN BUSTARD', |
|
'INDIAN PITTA', |
|
'INDIAN ROLLER', |
|
'INDIAN VULTURE', |
|
'INDIGO BUNTING', |
|
'INDIGO FLYCATCHER', |
|
'INLAND DOTTEREL', |
|
'IVORY BILLED ARACARI', |
|
'IVORY GULL', |
|
'IWI', |
|
'JABIRU', |
|
'JACK SNIPE', |
|
'JACOBIN PIGEON', |
|
'JANDAYA PARAKEET', |
|
'JAPANESE ROBIN', |
|
'JAVA SPARROW', |
|
'JOCOTOCO ANTPITTA', |
|
'KAGU', |
|
'KAKAPO', |
|
'KILLDEAR', |
|
'KING EIDER', |
|
'KING VULTURE', |
|
'KIWI', |
|
'KNOB BILLED DUCK', |
|
'KOOKABURRA', |
|
'LARK BUNTING', |
|
'LAUGHING GULL', |
|
'LAZULI BUNTING', |
|
'LESSER ADJUTANT', |
|
'LILAC ROLLER', |
|
'LIMPKIN', |
|
'LITTLE AUK', |
|
'LOGGERHEAD SHRIKE', |
|
'LONG-EARED OWL', |
|
'LOONEY BIRDS', |
|
'LUCIFER HUMMINGBIRD', |
|
'MAGPIE GOOSE', |
|
'MALABAR HORNBILL', |
|
'MALACHITE KINGFISHER', |
|
'MALAGASY WHITE EYE', |
|
'MALEO', |
|
'MALLARD DUCK', |
|
'MANDRIN DUCK', |
|
'MANGROVE CUCKOO', |
|
'MARABOU STORK', |
|
'MASKED BOBWHITE', |
|
'MASKED BOOBY', |
|
'MASKED LAPWING', |
|
'MCKAYS BUNTING', |
|
'MERLIN', |
|
'MIKADO PHEASANT', |
|
'MILITARY MACAW', |
|
'MOURNING DOVE', |
|
'MYNA', |
|
'NICOBAR PIGEON', |
|
'NOISY FRIARBIRD', |
|
'NORTHERN BEARDLESS TYRANNULET', |
|
'NORTHERN CARDINAL', |
|
'NORTHERN FLICKER', |
|
'NORTHERN FULMAR', |
|
'NORTHERN GANNET', |
|
'NORTHERN GOSHAWK', |
|
'NORTHERN JACANA', |
|
'NORTHERN MOCKINGBIRD', |
|
'NORTHERN PARULA', |
|
'NORTHERN RED BISHOP', |
|
'NORTHERN SHOVELER', |
|
'OCELLATED TURKEY', |
|
'OILBIRD', |
|
'OKINAWA RAIL', |
|
'ORANGE BREASTED TROGON', |
|
'ORANGE BRESTED BUNTING', |
|
'ORIENTAL BAY OWL', |
|
'ORNATE HAWK EAGLE', |
|
'OSPREY', |
|
'OSTRICH', |
|
'OVENBIRD', |
|
'OYSTER CATCHER', |
|
'PAINTED BUNTING', |
|
'PALILA', |
|
'PALM NUT VULTURE', |
|
'PARADISE TANAGER', |
|
'PARAKETT AUKLET', |
|
'PARAKETT AUKLET', |
|
'PARUS MAJOR', |
|
'PATAGONIAN SIERRA FINCH', |
|
'PEACOCK', |
|
'PEREGRINE FALCON', |
|
'PHAINOPEPLA', |
|
'PHILIPPINE EAGLE', |
|
'PINK ROBIN', |
|
'PLUSH CRESTED JAY', |
|
'POMARINE JAEGER', |
|
'PUFFIN', |
|
'PUNA TEAL', |
|
'PURPLE FINCH', |
|
'PURPLE GALLINULE', |
|
'PURPLE MARTIN', |
|
'PURPLE SWAMPHEN', |
|
'PYGMY KINGFISHER', |
|
'PYRRHULOXIA', |
|
'QUETZAL', |
|
'RAINBOW LORIKEET', |
|
'RAZORBILL', |
|
'RED BEARDED BEE EATER', |
|
'RED BELLIED PITTA', |
|
'RED BILLED TROPICBIRD', |
|
'RED BROWED FINCH', |
|
'RED CROSSBILL', |
|
'RED FACED CORMORANT', |
|
'RED FACED WARBLER', |
|
'RED FODY', |
|
'RED HEADED DUCK', |
|
'RED HEADED WOODPECKER', |
|
'RED KNOT', |
|
'RED LEGGED HONEYCREEPER', |
|
'RED NAPED TROGON', |
|
'RED SHOULDERED HAWK', |
|
'RED TAILED HAWK', |
|
'RED TAILED THRUSH', |
|
'RED WINGED BLACKBIRD', |
|
'RED WISKERED BULBUL', |
|
'REGENT BOWERBIRD', |
|
'RING-NECKED PHEASANT', |
|
'ROADRUNNER', |
|
'ROCK DOVE', |
|
'ROSE BREASTED COCKATOO', |
|
'ROSE BREASTED GROSBEAK', |
|
'ROSEATE SPOONBILL', |
|
'ROSY FACED LOVEBIRD', |
|
'ROUGH LEG BUZZARD', |
|
'ROYAL FLYCATCHER', |
|
'RUBY CROWNED KINGLET', |
|
'RUBY THROATED HUMMINGBIRD', |
|
'RUDDY SHELDUCK', |
|
'RUDY KINGFISHER', |
|
'RUFOUS KINGFISHER', |
|
'RUFOUS TREPE', |
|
'RUFUOS MOTMOT', |
|
'SAMATRAN THRUSH', |
|
'SAND MARTIN', |
|
'SANDHILL CRANE', |
|
'SATYR TRAGOPAN', |
|
'SAYS PHOEBE', |
|
'SCARLET CROWNED FRUIT DOVE', |
|
'SCARLET FACED LIOCICHLA', |
|
'SCARLET IBIS', |
|
'SCARLET MACAW', |
|
'SCARLET TANAGER', |
|
'SHOEBILL', |
|
'SHORT BILLED DOWITCHER', |
|
'SMITHS LONGSPUR', |
|
'SNOW GOOSE', |
|
'SNOW PARTRIDGE', |
|
'SNOWY EGRET', |
|
'SNOWY OWL', |
|
'SNOWY PLOVER', |
|
'SNOWY SHEATHBILL', |
|
'SORA', |
|
'SPANGLED COTINGA', |
|
'SPLENDID WREN', |
|
'SPOON BILED SANDPIPER', |
|
'SPOTTED CATBIRD', |
|
'SPOTTED WHISTLING DUCK', |
|
'SQUACCO HERON', |
|
'SRI LANKA BLUE MAGPIE', |
|
'STEAMER DUCK', |
|
'STORK BILLED KINGFISHER', |
|
'STRIATED CARACARA', |
|
'STRIPED OWL', |
|
'STRIPPED MANAKIN', |
|
'STRIPPED SWALLOW', |
|
'SUNBITTERN', |
|
'SUPERB STARLING', |
|
'SURF SCOTER', |
|
'SWINHOES PHEASANT', |
|
'TAILORBIRD', |
|
'TAIWAN MAGPIE', |
|
'TAKAHE', |
|
'TASMANIAN HEN', |
|
'TAWNY FROGMOUTH', |
|
'TEAL DUCK', |
|
'TIT MOUSE', |
|
'TOUCHAN', |
|
'TOWNSENDS WARBLER', |
|
'TREE SWALLOW', |
|
'TRICOLORED BLACKBIRD', |
|
'TROPICAL KINGBIRD', |
|
'TRUMPTER SWAN', |
|
'TURKEY VULTURE', |
|
'TURQUOISE MOTMOT', |
|
'UMBRELLA BIRD', |
|
'VARIED THRUSH', |
|
'VEERY', |
|
'VENEZUELIAN TROUPIAL', |
|
'VERDIN', |
|
'VERMILION FLYCATHER', |
|
'VICTORIA CROWNED PIGEON', |
|
'VIOLET BACKED STARLING', |
|
'VIOLET CUCKOO', |
|
'VIOLET GREEN SWALLOW', |
|
'VIOLET TURACO', |
|
'VISAYAN HORNBILL', |
|
'VULTURINE GUINEAFOWL', |
|
'WALL CREAPER', |
|
'WATTLED CURASSOW', |
|
'WATTLED LAPWING', |
|
'WHIMBREL', |
|
'WHITE BREASTED WATERHEN', |
|
'WHITE BROWED CRAKE', |
|
'WHITE CHEEKED TURACO', |
|
'WHITE CRESTED HORNBILL', |
|
'WHITE EARED HUMMINGBIRD', |
|
'WHITE NECKED RAVEN', |
|
'WHITE TAILED TROPIC', |
|
'WHITE THROATED BEE EATER', |
|
'WILD TURKEY', |
|
'WILLOW PTARMIGAN', |
|
'WILSONS BIRD OF PARADISE', |
|
'WOOD DUCK', |
|
'WOOD THRUSH', |
|
'WOODLAND KINGFISHER', |
|
'WRENTIT', |
|
'YELLOW BELLIED FLOWERPECKER', |
|
'YELLOW BREASTED CHAT', |
|
'YELLOW CACIQUE', |
|
'YELLOW HEADED BLACKBIRD', |
|
'ZEBRA DOVE' |
|
] |
|
``` |
|
|
|
# **Run with Transformers**🤗 |
|
|
|
```python |
|
!pip install -q transformers torch pillow gradio |
|
``` |
|
|
|
```python |
|
import gradio as gr |
|
from transformers import AutoImageProcessor |
|
from transformers import SiglipForImageClassification |
|
from PIL import Image |
|
import torch |
|
|
|
# Load model and processor with the new bird classifier name |
|
model_name = "prithivMLmods/Bird-Species-Classifier-526" |
|
model = SiglipForImageClassification.from_pretrained(model_name) |
|
processor = AutoImageProcessor.from_pretrained(model_name) |
|
|
|
def bird_classification(image): |
|
"""Predicts bird species classification for an image.""" |
|
image = Image.fromarray(image).convert("RGB") |
|
inputs = processor(images=image, return_tensors="pt") |
|
|
|
with torch.no_grad(): |
|
outputs = model(**inputs) |
|
logits = outputs.logits |
|
probs = torch.nn.functional.softmax(logits, dim=1).squeeze().tolist() |
|
|
|
labels = { |
|
"0": "ABBOTTS BABBLER", |
|
"1": "ABBOTTS BOOBY", |
|
"2": "ABYSSINIAN GROUND HORNBILL", |
|
"3": "AFRICAN CROWNED CRANE", |
|
"4": "AFRICAN EMERALD CUCKOO", |
|
"5": "AFRICAN FIREFINCH", |
|
"6": "AFRICAN OYSTER CATCHER", |
|
"7": "AFRICAN PIED HORNBILL", |
|
"8": "AFRICAN PYGMY GOOSE", |
|
"9": "ALBATROSS", |
|
"10": "ALBERTS TOWHEE", |
|
"11": "ALEXANDRINE PARAKEET", |
|
"12": "ALPINE CHOUGH", |
|
"13": "ALTAMIRA YELLOWTHROAT", |
|
"14": "AMERICAN AVOCET", |
|
"15": "AMERICAN BITTERN", |
|
"16": "AMERICAN COOT", |
|
"17": "AMERICAN DIPPER", |
|
"18": "AMERICAN FLAMINGO", |
|
"19": "AMERICAN GOLDFINCH", |
|
"20": "AMERICAN KESTREL", |
|
"21": "AMERICAN PIPIT", |
|
"22": "AMERICAN REDSTART", |
|
"23": "AMERICAN ROBIN", |
|
"24": "AMERICAN WIGEON", |
|
"25": "AMETHYST WOODSTAR", |
|
"26": "ANDEAN GOOSE", |
|
"27": "ANDEAN LAPWING", |
|
"28": "ANDEAN SISKIN", |
|
"29": "ANHINGA", |
|
"30": "ANIANIAU", |
|
"31": "ANNAS HUMMINGBIRD", |
|
"32": "ANTBIRD", |
|
"33": "ANTILLEAN EUPHONIA", |
|
"34": "APAPANE", |
|
"35": "APOSTLEBIRD", |
|
"36": "ARARIPE MANAKIN", |
|
"37": "ASHY STORM PETREL", |
|
"38": "ASHY THRUSHBIRD", |
|
"39": "ASIAN CRESTED IBIS", |
|
"40": "ASIAN DOLLARD BIRD", |
|
"41": "ASIAN GREEN BEE EATER", |
|
"42": "ASIAN OPENBILL STORK", |
|
"43": "AUCKLAND SHAQ", |
|
"44": "AUSTRAL CANASTERO", |
|
"45": "AUSTRALASIAN FIGBIRD", |
|
"46": "AVADAVAT", |
|
"47": "AZARAS SPINETAIL", |
|
"48": "AZURE BREASTED PITTA", |
|
"49": "AZURE JAY", |
|
"50": "AZURE TANAGER", |
|
"51": "AZURE TIT", |
|
"52": "BAIKAL TEAL", |
|
"53": "BALD EAGLE", |
|
"54": "BALD IBIS", |
|
"55": "BALI STARLING", |
|
"56": "BALTIMORE ORIOLE", |
|
"57": "BANANAQUIT", |
|
"58": "BAND TAILED GUAN", |
|
"59": "BANDED BROADBILL", |
|
"60": "BANDED PITA", |
|
"61": "BANDED STILT", |
|
"62": "BAR-TAILED GODWIT", |
|
"63": "BARN OWL", |
|
"64": "BARN SWALLOW", |
|
"65": "BARRED PUFFBIRD", |
|
"66": "BARROWS GOLDENEYE", |
|
"67": "BAY-BREASTED WARBLER", |
|
"68": "BEARDED BARBET", |
|
"69": "BEARDED BELLBIRD", |
|
"70": "BEARDED REEDLING", |
|
"71": "BELTED KINGFISHER", |
|
"72": "BIRD OF PARADISE", |
|
"73": "BLACK AND YELLOW BROADBILL", |
|
"74": "BLACK BAZA", |
|
"75": "BLACK BREASTED PUFFBIRD", |
|
"76": "BLACK COCKATO", |
|
"77": "BLACK FACED SPOONBILL", |
|
"78": "BLACK FRANCOLIN", |
|
"79": "BLACK HEADED CAIQUE", |
|
"80": "BLACK NECKED STILT", |
|
"81": "BLACK SKIMMER", |
|
"82": "BLACK SWAN", |
|
"83": "BLACK TAIL CRAKE", |
|
"84": "BLACK THROATED BUSHTIT", |
|
"85": "BLACK THROATED HUET", |
|
"86": "BLACK THROATED WARBLER", |
|
"87": "BLACK VENTED SHEARWATER", |
|
"88": "BLACK VULTURE", |
|
"89": "BLACK-CAPPED CHICKADEE", |
|
"90": "BLACK-NECKED GREBE", |
|
"91": "BLACK-THROATED SPARROW", |
|
"92": "BLACKBURNIAM WARBLER", |
|
"93": "BLONDE CRESTED WOODPECKER", |
|
"94": "BLOOD PHEASANT", |
|
"95": "BLUE COAU", |
|
"96": "BLUE DACNIS", |
|
"97": "BLUE GRAY GNATCATCHER", |
|
"98": "BLUE GROSBEAK", |
|
"99": "BLUE GROUSE", |
|
"100": "BLUE HERON", |
|
"101": "BLUE MALKOHA", |
|
"102": "BLUE THROATED PIPING GUAN", |
|
"103": "BLUE THROATED TOUCANET", |
|
"104": "BOBOLINK", |
|
"105": "BORNEAN BRISTLEHEAD", |
|
"106": "BORNEAN LEAFBIRD", |
|
"107": "BORNEAN PHEASANT", |
|
"108": "BRANDT CORMARANT", |
|
"109": "BREWERS BLACKBIRD", |
|
"110": "BROWN CREPPER", |
|
"111": "BROWN HEADED COWBIRD", |
|
"112": "BROWN NOODY", |
|
"113": "BROWN THRASHER", |
|
"114": "BUFFLEHEAD", |
|
"115": "BULWERS PHEASANT", |
|
"116": "BURCHELLS COURSER", |
|
"117": "BUSH TURKEY", |
|
"118": "CAATINGA CACHOLOTE", |
|
"119": "CABOTS TRAGOPAN", |
|
"120": "CACTUS WREN", |
|
"121": "CALIFORNIA CONDOR", |
|
"122": "CALIFORNIA GULL", |
|
"123": "CALIFORNIA QUAIL", |
|
"124": "CAMPO FLICKER", |
|
"125": "CANARY", |
|
"126": "CANVASBACK", |
|
"127": "CAPE GLOSSY STARLING", |
|
"128": "CAPE LONGCLAW", |
|
"129": "CAPE MAY WARBLER", |
|
"130": "CAPE ROCK THRUSH", |
|
"131": "CAPPED HERON", |
|
"132": "CAPUCHINBIRD", |
|
"133": "CARMINE BEE-EATER", |
|
"134": "CASPIAN TERN", |
|
"135": "CASSOWARY", |
|
"136": "CEDAR WAXWING", |
|
"137": "CERULEAN WARBLER", |
|
"138": "CHARA DE COLLAR", |
|
"139": "CHATTERING LORY", |
|
"140": "CHESTNET BELLIED EUPHONIA", |
|
"141": "CHESTNUT WINGED CUCKOO", |
|
"142": "CHINESE BAMBOO PARTRIDGE", |
|
"143": "CHINESE POND HERON", |
|
"144": "CHIPPING SPARROW", |
|
"145": "CHUCAO TAPACULO", |
|
"146": "CHUKAR PARTRIDGE", |
|
"147": "CINNAMON ATTILA", |
|
"148": "CINNAMON FLYCATCHER", |
|
"149": "CINNAMON TEAL", |
|
"150": "CLARKS GREBE", |
|
"151": "CLARKS NUTCRACKER", |
|
"152": "COCK OF THE ROCK", |
|
"153": "COCKATOO", |
|
"154": "COLLARED ARACARI", |
|
"155": "COLLARED CRESCENTCHEST", |
|
"156": "COMMON FIRECREST", |
|
"157": "COMMON GRACKLE", |
|
"158": "COMMON HOUSE MARTIN", |
|
"159": "COMMON IORA", |
|
"160": "COMMON LOON", |
|
"161": "COMMON POORWILL", |
|
"162": "COMMON STARLING", |
|
"163": "COPPERSMITH BARBET", |
|
"164": "COPPERY TAILED COUCAL", |
|
"165": "CRAB PLOVER", |
|
"166": "CRANE HAWK", |
|
"167": "CREAM COLORED WOODPECKER", |
|
"168": "CRESTED AUKLET", |
|
"169": "CRESTED CARACARA", |
|
"170": "CRESTED COUA", |
|
"171": "CRESTED FIREBACK", |
|
"172": "CRESTED KINGFISHER", |
|
"173": "CRESTED NUTHATCH", |
|
"174": "CRESTED OROPENDOLA", |
|
"175": "CRESTED SERPENT EAGLE", |
|
"176": "CRESTED SHRIKETIT", |
|
"177": "CRESTED WOOD PARTRIDGE", |
|
"178": "CRIMSON CHAT", |
|
"179": "CRIMSON SUNBIRD", |
|
"180": "CROW", |
|
"181": "CUBAN TODY", |
|
"182": "CUBAN TROGON", |
|
"183": "CURL CRESTED ARACURI", |
|
"184": "D-ARNAUDS BARBET", |
|
"185": "DALMATIAN PELICAN", |
|
"186": "DARJEELING WOODPECKER", |
|
"187": "DARK EYED JUNCO", |
|
"188": "DAURIAN REDSTART", |
|
"189": "DEMOISELLE CRANE", |
|
"190": "DOUBLE BARRED FINCH", |
|
"191": "DOUBLE BRESTED CORMARANT", |
|
"192": "DOUBLE EYED FIG PARROT", |
|
"193": "DOWNY WOODPECKER", |
|
"194": "DUNLIN", |
|
"195": "DUSKY LORY", |
|
"196": "DUSKY ROBIN", |
|
"197": "EARED PITA", |
|
"198": "EASTERN BLUEBIRD", |
|
"199": "EASTERN BLUEBONNET", |
|
"200": "EASTERN GOLDEN WEAVER", |
|
"201": "EASTERN MEADOWLARK", |
|
"202": "EASTERN ROSELLA", |
|
"203": "EASTERN TOWEE", |
|
"204": "EASTERN WIP POOR WILL", |
|
"205": "EASTERN YELLOW ROBIN", |
|
"206": "ECUADORIAN HILLSTAR", |
|
"207": "EGYPTIAN GOOSE", |
|
"208": "ELEGANT TROGON", |
|
"209": "ELLIOTS PHEASANT", |
|
"210": "EMERALD TANAGER", |
|
"211": "EMPEROR PENGUIN", |
|
"212": "EMU", |
|
"213": "ENGGANO MYNA", |
|
"214": "EURASIAN BULLFINCH", |
|
"215": "EURASIAN GOLDEN ORIOLE", |
|
"216": "EURASIAN MAGPIE", |
|
"217": "EUROPEAN GOLDFINCH", |
|
"218": "EUROPEAN TURTLE DOVE", |
|
"219": "EVENING GROSBEAK", |
|
"220": "FAIRY BLUEBIRD", |
|
"221": "FAIRY PENGUIN", |
|
"222": "FAIRY TERN", |
|
"223": "FAN TAILED WIDOW", |
|
"224": "FASCIATED WREN", |
|
"225": "FIERY MINIVET", |
|
"226": "FIORDLAND PENGUIN", |
|
"227": "FIRE TAILLED MYZORNIS", |
|
"228": "FLAME BOWERBIRD", |
|
"229": "FLAME TANAGER", |
|
"230": "FOREST WAGTAIL", |
|
"231": "FRIGATE", |
|
"232": "FRILL BACK PIGEON", |
|
"233": "GAMBELS QUAIL", |
|
"234": "GANG GANG COCKATOO", |
|
"235": "GILA WOODPECKER", |
|
"236": "GILDED FLICKER", |
|
"237": "GLOSSY IBIS", |
|
"238": "GO AWAY BIRD", |
|
"239": "GOLD WING WARBLER", |
|
"240": "GOLDEN BOWER BIRD", |
|
"241": "GOLDEN CHEEKED WARBLER", |
|
"242": "GOLDEN CHLOROPHONIA", |
|
"243": "GOLDEN EAGLE", |
|
"244": "GOLDEN PARAKEET", |
|
"245": "GOLDEN PHEASANT", |
|
"246": "GOLDEN PIPIT", |
|
"247": "GOULDIAN FINCH", |
|
"248": "GRANDALA", |
|
"249": "GRAY CATBIRD", |
|
"250": "GRAY KINGBIRD", |
|
"251": "GRAY PARTRIDGE", |
|
"252": "GREAT ARGUS", |
|
"253": "GREAT GRAY OWL", |
|
"254": "GREAT JACAMAR", |
|
"255": "GREAT KISKADEE", |
|
"256": "GREAT POTOO", |
|
"257": "GREAT TINAMOU", |
|
"258": "GREAT XENOPS", |
|
"259": "GREATER PEWEE", |
|
"260": "GREATER PRAIRIE CHICKEN", |
|
"261": "GREATOR SAGE GROUSE", |
|
"262": "GREEN BROADBILL", |
|
"263": "GREEN JAY", |
|
"264": "GREEN MAGPIE", |
|
"265": "GREEN WINGED DOVE", |
|
"266": "GREY CUCKOOSHRIKE", |
|
"267": "GREY HEADED CHACHALACA", |
|
"268": "GREY HEADED FISH EAGLE", |
|
"269": "GREY PLOVER", |
|
"270": "GROVED BILLED ANI", |
|
"271": "GUINEA TURACO", |
|
"272": "GUINEAFOWL", |
|
"273": "GURNEYS PITTA", |
|
"274": "GYRFALCON", |
|
"275": "HAMERKOP", |
|
"276": "HARLEQUIN DUCK", |
|
"277": "HARLEQUIN QUAIL", |
|
"278": "HARPY EAGLE", |
|
"279": "HAWAIIAN GOOSE", |
|
"280": "HAWFINCH", |
|
"281": "HELMET VANGA", |
|
"282": "HEPATIC TANAGER", |
|
"283": "HIMALAYAN BLUETAIL", |
|
"284": "HIMALAYAN MONAL", |
|
"285": "HOATZIN", |
|
"286": "HOODED MERGANSER", |
|
"287": "HOOPOES", |
|
"288": "HORNED GUAN", |
|
"289": "HORNED LARK", |
|
"290": "HORNED SUNGEM", |
|
"291": "HOUSE FINCH", |
|
"292": "HOUSE SPARROW", |
|
"293": "HYACINTH MACAW", |
|
"294": "IBERIAN MAGPIE", |
|
"295": "IBISBILL", |
|
"296": "IMPERIAL SHAQ", |
|
"297": "INCA TERN", |
|
"298": "INDIAN BUSTARD", |
|
"299": "INDIAN PITTA", |
|
"300": "INDIAN ROLLER", |
|
"301": "INDIAN VULTURE", |
|
"302": "INDIGO BUNTING", |
|
"303": "INDIGO FLYCATCHER", |
|
"304": "INLAND DOTTEREL", |
|
"305": "IVORY BILLED ARACARI", |
|
"306": "IVORY GULL", |
|
"307": "IWI", |
|
"308": "JABIRU", |
|
"309": "JACK SNIPE", |
|
"310": "JACOBIN PIGEON", |
|
"311": "JANDAYA PARAKEET", |
|
"312": "JAPANESE ROBIN", |
|
"313": "JAVA SPARROW", |
|
"314": "JOCOTOCO ANTPITTA", |
|
"315": "KAGU", |
|
"316": "KAKAPO", |
|
"317": "KILLDEAR", |
|
"318": "KING EIDER", |
|
"319": "KING VULTURE", |
|
"320": "KIWI", |
|
"321": "KNOB BILLED DUCK", |
|
"322": "KOOKABURRA", |
|
"323": "LARK BUNTING", |
|
"324": "LAUGHING GULL", |
|
"325": "LAZULI BUNTING", |
|
"326": "LESSER ADJUTANT", |
|
"327": "LILAC ROLLER", |
|
"328": "LIMPKIN", |
|
"329": "LITTLE AUK", |
|
"330": "LOGGERHEAD SHRIKE", |
|
"331": "LONG-EARED OWL", |
|
"332": "LOONEY BIRDS", |
|
"333": "LUCIFER HUMMINGBIRD", |
|
"334": "MAGPIE GOOSE", |
|
"335": "MALABAR HORNBILL", |
|
"336": "MALACHITE KINGFISHER", |
|
"337": "MALAGASY WHITE EYE", |
|
"338": "MALEO", |
|
"339": "MALLARD DUCK", |
|
"340": "MANDRIN DUCK", |
|
"341": "MANGROVE CUCKOO", |
|
"342": "MARABOU STORK", |
|
"343": "MASKED BOBWHITE", |
|
"344": "MASKED BOOBY", |
|
"345": "MASKED LAPWING", |
|
"346": "MCKAYS BUNTING", |
|
"347": "MERLIN", |
|
"348": "MIKADO PHEASANT", |
|
"349": "MILITARY MACAW", |
|
"350": "MOURNING DOVE", |
|
"351": "MYNA", |
|
"352": "NICOBAR PIGEON", |
|
"353": "NOISY FRIARBIRD", |
|
"354": "NORTHERN BEARDLESS TYRANNULET", |
|
"355": "NORTHERN CARDINAL", |
|
"356": "NORTHERN FLICKER", |
|
"357": "NORTHERN FULMAR", |
|
"358": "NORTHERN GANNET", |
|
"359": "NORTHERN GOSHAWK", |
|
"360": "NORTHERN JACANA", |
|
"361": "NORTHERN MOCKINGBIRD", |
|
"362": "NORTHERN PARULA", |
|
"363": "NORTHERN RED BISHOP", |
|
"364": "NORTHERN SHOVELER", |
|
"365": "OCELLATED TURKEY", |
|
"366": "OILBIRD", |
|
"367": "OKINAWA RAIL", |
|
"368": "ORANGE BREASTED TROGON", |
|
"369": "ORANGE BRESTED BUNTING", |
|
"370": "ORIENTAL BAY OWL", |
|
"371": "ORNATE HAWK EAGLE", |
|
"372": "OSPREY", |
|
"373": "OSTRICH", |
|
"374": "OVENBIRD", |
|
"375": "OYSTER CATCHER", |
|
"376": "PAINTED BUNTING", |
|
"377": "PALILA", |
|
"378": "PALM NUT VULTURE", |
|
"379": "PARADISE TANAGER", |
|
"380": "PARAKETT AUKLET", |
|
"381": "PARAKETT AUKLET", |
|
"382": "PARUS MAJOR", |
|
"383": "PATAGONIAN SIERRA FINCH", |
|
"384": "PEACOCK", |
|
"385": "PEREGRINE FALCON", |
|
"386": "PHAINOPEPLA", |
|
"387": "PHILIPPINE EAGLE", |
|
"388": "PINK ROBIN", |
|
"389": "PLUSH CRESTED JAY", |
|
"390": "POMARINE JAEGER", |
|
"391": "PUFFIN", |
|
"392": "PUNA TEAL", |
|
"393": "PURPLE FINCH", |
|
"394": "PURPLE GALLINULE", |
|
"395": "PURPLE MARTIN", |
|
"396": "PURPLE SWAMPHEN", |
|
"397": "PYGMY KINGFISHER", |
|
"398": "PYRRHULOXIA", |
|
"399": "QUETZAL", |
|
"400": "RAINBOW LORIKEET", |
|
"401": "RAZORBILL", |
|
"402": "RED BEARDED BEE EATER", |
|
"403": "RED BELLIED PITTA", |
|
"404": "RED BILLED TROPICBIRD", |
|
"405": "RED BROWED FINCH", |
|
"406": "RED CROSSBILL", |
|
"407": "RED FACED CORMORANT", |
|
"408": "RED FACED WARBLER", |
|
"409": "RED FODY", |
|
"410": "RED HEADED DUCK", |
|
"411": "RED HEADED WOODPECKER", |
|
"412": "RED KNOT", |
|
"413": "RED LEGGED HONEYCREEPER", |
|
"414": "RED NAPED TROGON", |
|
"415": "RED SHOULDERED HAWK", |
|
"416": "RED TAILED HAWK", |
|
"417": "RED TAILED THRUSH", |
|
"418": "RED WINGED BLACKBIRD", |
|
"419": "RED WISKERED BULBUL", |
|
"420": "REGENT BOWERBIRD", |
|
"421": "RING-NECKED PHEASANT", |
|
"422": "ROADRUNNER", |
|
"423": "ROCK DOVE", |
|
"424": "ROSE BREASTED COCKATOO", |
|
"425": "ROSE BREASTED GROSBEAK", |
|
"426": "ROSEATE SPOONBILL", |
|
"427": "ROSY FACED LOVEBIRD", |
|
"428": "ROUGH LEG BUZZARD", |
|
"429": "ROYAL FLYCATCHER", |
|
"430": "RUBY CROWNED KINGLET", |
|
"431": "RUBY THROATED HUMMINGBIRD", |
|
"432": "RUDDY SHELDUCK", |
|
"433": "RUDY KINGFISHER", |
|
"434": "RUFOUS KINGFISHER", |
|
"435": "RUFOUS TREPE", |
|
"436": "RUFUOS MOTMOT", |
|
"437": "SAMATRAN THRUSH", |
|
"438": "SAND MARTIN", |
|
"439": "SANDHILL CRANE", |
|
"440": "SATYR TRAGOPAN", |
|
"441": "SAYS PHOEBE", |
|
"442": "SCARLET CROWNED FRUIT DOVE", |
|
"443": "SCARLET FACED LIOCICHLA", |
|
"444": "SCARLET IBIS", |
|
"445": "SCARLET MACAW", |
|
"446": "SCARLET TANAGER", |
|
"447": "SHOEBILL", |
|
"448": "SHORT BILLED DOWITCHER", |
|
"449": "SMITHS LONGSPUR", |
|
"450": "SNOW GOOSE", |
|
"451": "SNOW PARTRIDGE", |
|
"452": "SNOWY EGRET", |
|
"453": "SNOWY OWL", |
|
"454": "SNOWY PLOVER", |
|
"455": "SNOWY SHEATHBILL", |
|
"456": "SORA", |
|
"457": "SPANGLED COTINGA", |
|
"458": "SPLENDID WREN", |
|
"459": "SPOON BILED SANDPIPER", |
|
"460": "SPOTTED CATBIRD", |
|
"461": "SPOTTED WHISTLING DUCK", |
|
"462": "SQUACCO HERON", |
|
"463": "SRI LANKA BLUE MAGPIE", |
|
"464": "STEAMER DUCK", |
|
"465": "STORK BILLED KINGFISHER", |
|
"466": "STRIATED CARACARA", |
|
"467": "STRIPED OWL", |
|
"468": "STRIPPED MANAKIN", |
|
"469": "STRIPPED SWALLOW", |
|
"470": "SUNBITTERN", |
|
"471": "SUPERB STARLING", |
|
"472": "SURF SCOTER", |
|
"473": "SWINHOES PHEASANT", |
|
"474": "TAILORBIRD", |
|
"475": "TAIWAN MAGPIE", |
|
"476": "TAKAHE", |
|
"477": "TASMANIAN HEN", |
|
"478": "TAWNY FROGMOUTH", |
|
"479": "TEAL DUCK", |
|
"480": "TIT MOUSE", |
|
"481": "TOUCHAN", |
|
"482": "TOWNSENDS WARBLER", |
|
"483": "TREE SWALLOW", |
|
"484": "TRICOLORED BLACKBIRD", |
|
"485": "TROPICAL KINGBIRD", |
|
"486": "TRUMPTER SWAN", |
|
"487": "TURKEY VULTURE", |
|
"488": "TURQUOISE MOTMOT", |
|
"489": "UMBRELLA BIRD", |
|
"490": "VARIED THRUSH", |
|
"491": "VEERY", |
|
"492": "VENEZUELIAN TROUPIAL", |
|
"493": "VERDIN", |
|
"494": "VERMILION FLYCATHER", |
|
"495": "VICTORIA CROWNED PIGEON", |
|
"496": "VIOLET BACKED STARLING", |
|
"497": "VIOLET CUCKOO", |
|
"498": "VIOLET GREEN SWALLOW", |
|
"499": "VIOLET TURACO", |
|
"500": "VISAYAN HORNBILL", |
|
"501": "VULTURINE GUINEAFOWL", |
|
"502": "WALL CREAPER", |
|
"503": "WATTLED CURASSOW", |
|
"504": "WATTLED LAPWING", |
|
"505": "WHIMBREL", |
|
"506": "WHITE BREASTED WATERHEN", |
|
"507": "WHITE BROWED CRAKE", |
|
"508": "WHITE CHEEKED TURACO", |
|
"509": "WHITE CRESTED HORNBILL", |
|
"510": "WHITE EARED HUMMINGBIRD", |
|
"511": "WHITE NECKED RAVEN", |
|
"512": "WHITE TAILED TROPIC", |
|
"513": "WHITE THROATED BEE EATER", |
|
"514": "WILD TURKEY", |
|
"515": "WILLOW PTARMIGAN", |
|
"516": "WILSONS BIRD OF PARADISE", |
|
"517": "WOOD DUCK", |
|
"518": "WOOD THRUSH", |
|
"519": "WOODLAND KINGFISHER", |
|
"520": "WRENTIT", |
|
"521": "YELLOW BELLIED FLOWERPECKER", |
|
"522": "YELLOW BREASTED CHAT", |
|
"523": "YELLOW CACIQUE", |
|
"524": "YELLOW HEADED BLACKBIRD", |
|
"525": "ZEBRA DOVE" |
|
} |
|
|
|
predictions = {labels[str(i)]: round(probs[i], 3) for i in range(len(probs))} |
|
return predictions |
|
|
|
# Create Gradio interface for the bird species classifier |
|
iface = gr.Interface( |
|
fn=bird_classification, |
|
inputs=gr.Image(type="numpy"), |
|
outputs=gr.Label(label="Prediction Scores"), |
|
title="Bird Species Classifier", |
|
description="Upload an image to classify the bird species." |
|
) |
|
|
|
if __name__ == "__main__": |
|
iface.launch() |
|
``` |
|
|
|
# **Intended Use:** |
|
|
|
The **Bird-Species-Classifier-526** model is designed to classify different bird species based on images. Potential use cases include: |
|
|
|
- **Wildlife Conservation:** Identifying and tracking bird species for ecological research. |
|
- **Birdwatching & Education:** Assisting enthusiasts and researchers in species identification. |
|
- **Environmental Monitoring:** Detecting changes in bird populations as indicators of ecosystem health. |
|
- **AI-Powered Assistants:** Supporting AI-based species recognition for various applications. |
