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Create bird_species.py

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  1. bird_species.py +566 -0
bird_species.py ADDED
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1
+ import gradio as gr
2
+ import spaces
3
+ from transformers import AutoImageProcessor
4
+ from transformers import SiglipForImageClassification
5
+ from PIL import Image
6
+ import torch
7
+
8
+ # Load model and processor with the new bird classifier name
9
+ model_name = "prithivMLmods/Bird-Species-Classifier-526"
10
+ model = SiglipForImageClassification.from_pretrained(model_name)
11
+ processor = AutoImageProcessor.from_pretrained(model_name)
12
+
13
+ @spaces.GPU
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+ def bird_classification(image):
15
+ """Predicts bird species classification for an image."""
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+ image = Image.fromarray(image).convert("RGB")
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+ inputs = processor(images=image, return_tensors="pt")
18
+
19
+ with torch.no_grad():
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+ outputs = model(**inputs)
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+ logits = outputs.logits
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+ probs = torch.nn.functional.softmax(logits, dim=1).squeeze().tolist()
23
+
24
+ labels = {
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+ "0": "ABBOTTS BABBLER",
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+ "1": "ABBOTTS BOOBY",
27
+ "2": "ABYSSINIAN GROUND HORNBILL",
28
+ "3": "AFRICAN CROWNED CRANE",
29
+ "4": "AFRICAN EMERALD CUCKOO",
30
+ "5": "AFRICAN FIREFINCH",
31
+ "6": "AFRICAN OYSTER CATCHER",
32
+ "7": "AFRICAN PIED HORNBILL",
33
+ "8": "AFRICAN PYGMY GOOSE",
34
+ "9": "ALBATROSS",
35
+ "10": "ALBERTS TOWHEE",
36
+ "11": "ALEXANDRINE PARAKEET",
37
+ "12": "ALPINE CHOUGH",
38
+ "13": "ALTAMIRA YELLOWTHROAT",
39
+ "14": "AMERICAN AVOCET",
40
+ "15": "AMERICAN BITTERN",
41
+ "16": "AMERICAN COOT",
42
+ "17": "AMERICAN DIPPER",
43
+ "18": "AMERICAN FLAMINGO",
44
+ "19": "AMERICAN GOLDFINCH",
45
+ "20": "AMERICAN KESTREL",
46
+ "21": "AMERICAN PIPIT",
47
+ "22": "AMERICAN REDSTART",
48
+ "23": "AMERICAN ROBIN",
49
+ "24": "AMERICAN WIGEON",
50
+ "25": "AMETHYST WOODSTAR",
51
+ "26": "ANDEAN GOOSE",
52
+ "27": "ANDEAN LAPWING",
53
+ "28": "ANDEAN SISKIN",
54
+ "29": "ANHINGA",
55
+ "30": "ANIANIAU",
56
+ "31": "ANNAS HUMMINGBIRD",
57
+ "32": "ANTBIRD",
58
+ "33": "ANTILLEAN EUPHONIA",
59
+ "34": "APAPANE",
60
+ "35": "APOSTLEBIRD",
61
+ "36": "ARARIPE MANAKIN",
62
+ "37": "ASHY STORM PETREL",
63
+ "38": "ASHY THRUSHBIRD",
64
+ "39": "ASIAN CRESTED IBIS",
65
+ "40": "ASIAN DOLLARD BIRD",
66
+ "41": "ASIAN GREEN BEE EATER",
67
+ "42": "ASIAN OPENBILL STORK",
68
+ "43": "AUCKLAND SHAQ",
69
+ "44": "AUSTRAL CANASTERO",
70
+ "45": "AUSTRALASIAN FIGBIRD",
71
+ "46": "AVADAVAT",
72
+ "47": "AZARAS SPINETAIL",
73
+ "48": "AZURE BREASTED PITTA",
74
+ "49": "AZURE JAY",
75
+ "50": "AZURE TANAGER",
76
+ "51": "AZURE TIT",
77
+ "52": "BAIKAL TEAL",
78
+ "53": "BALD EAGLE",
79
+ "54": "BALD IBIS",
80
+ "55": "BALI STARLING",
81
+ "56": "BALTIMORE ORIOLE",
82
+ "57": "BANANAQUIT",
83
+ "58": "BAND TAILED GUAN",
84
+ "59": "BANDED BROADBILL",
85
+ "60": "BANDED PITA",
86
+ "61": "BANDED STILT",
87
+ "62": "BAR-TAILED GODWIT",
88
+ "63": "BARN OWL",
89
+ "64": "BARN SWALLOW",
90
+ "65": "BARRED PUFFBIRD",
91
+ "66": "BARROWS GOLDENEYE",
92
+ "67": "BAY-BREASTED WARBLER",
93
+ "68": "BEARDED BARBET",
94
+ "69": "BEARDED BELLBIRD",
95
+ "70": "BEARDED REEDLING",
96
+ "71": "BELTED KINGFISHER",
97
+ "72": "BIRD OF PARADISE",
98
+ "73": "BLACK AND YELLOW BROADBILL",
99
+ "74": "BLACK BAZA",
100
+ "75": "BLACK BREASTED PUFFBIRD",
101
+ "76": "BLACK COCKATO",
102
+ "77": "BLACK FACED SPOONBILL",
103
+ "78": "BLACK FRANCOLIN",
104
+ "79": "BLACK HEADED CAIQUE",
105
+ "80": "BLACK NECKED STILT",
106
+ "81": "BLACK SKIMMER",
107
+ "82": "BLACK SWAN",
108
+ "83": "BLACK TAIL CRAKE",
109
+ "84": "BLACK THROATED BUSHTIT",
110
+ "85": "BLACK THROATED HUET",
111
+ "86": "BLACK THROATED WARBLER",
112
+ "87": "BLACK VENTED SHEARWATER",
113
+ "88": "BLACK VULTURE",
114
+ "89": "BLACK-CAPPED CHICKADEE",
115
+ "90": "BLACK-NECKED GREBE",
116
+ "91": "BLACK-THROATED SPARROW",
117
+ "92": "BLACKBURNIAM WARBLER",
118
+ "93": "BLONDE CRESTED WOODPECKER",
119
+ "94": "BLOOD PHEASANT",
120
+ "95": "BLUE COAU",
121
+ "96": "BLUE DACNIS",
122
+ "97": "BLUE GRAY GNATCATCHER",
123
+ "98": "BLUE GROSBEAK",
124
+ "99": "BLUE GROUSE",
125
+ "100": "BLUE HERON",
126
+ "101": "BLUE MALKOHA",
127
+ "102": "BLUE THROATED PIPING GUAN",
128
+ "103": "BLUE THROATED TOUCANET",
129
+ "104": "BOBOLINK",
130
+ "105": "BORNEAN BRISTLEHEAD",
131
+ "106": "BORNEAN LEAFBIRD",
132
+ "107": "BORNEAN PHEASANT",
133
+ "108": "BRANDT CORMARANT",
134
+ "109": "BREWERS BLACKBIRD",
135
+ "110": "BROWN CREPPER",
136
+ "111": "BROWN HEADED COWBIRD",
137
+ "112": "BROWN NOODY",
138
+ "113": "BROWN THRASHER",
139
+ "114": "BUFFLEHEAD",
140
+ "115": "BULWERS PHEASANT",
141
+ "116": "BURCHELLS COURSER",
142
+ "117": "BUSH TURKEY",
143
+ "118": "CAATINGA CACHOLOTE",
144
+ "119": "CABOTS TRAGOPAN",
145
+ "120": "CACTUS WREN",
146
+ "121": "CALIFORNIA CONDOR",
147
+ "122": "CALIFORNIA GULL",
148
+ "123": "CALIFORNIA QUAIL",
149
+ "124": "CAMPO FLICKER",
150
+ "125": "CANARY",
151
+ "126": "CANVASBACK",
152
+ "127": "CAPE GLOSSY STARLING",
153
+ "128": "CAPE LONGCLAW",
154
+ "129": "CAPE MAY WARBLER",
155
+ "130": "CAPE ROCK THRUSH",
156
+ "131": "CAPPED HERON",
157
+ "132": "CAPUCHINBIRD",
158
+ "133": "CARMINE BEE-EATER",
159
+ "134": "CASPIAN TERN",
160
+ "135": "CASSOWARY",
161
+ "136": "CEDAR WAXWING",
162
+ "137": "CERULEAN WARBLER",
163
+ "138": "CHARA DE COLLAR",
164
+ "139": "CHATTERING LORY",
165
+ "140": "CHESTNET BELLIED EUPHONIA",
166
+ "141": "CHESTNUT WINGED CUCKOO",
167
+ "142": "CHINESE BAMBOO PARTRIDGE",
168
+ "143": "CHINESE POND HERON",
169
+ "144": "CHIPPING SPARROW",
170
+ "145": "CHUCAO TAPACULO",
171
+ "146": "CHUKAR PARTRIDGE",
172
+ "147": "CINNAMON ATTILA",
173
+ "148": "CINNAMON FLYCATCHER",
174
+ "149": "CINNAMON TEAL",
175
+ "150": "CLARKS GREBE",
176
+ "151": "CLARKS NUTCRACKER",
177
+ "152": "COCK OF THE ROCK",
178
+ "153": "COCKATOO",
179
+ "154": "COLLARED ARACARI",
180
+ "155": "COLLARED CRESCENTCHEST",
181
+ "156": "COMMON FIRECREST",
182
+ "157": "COMMON GRACKLE",
183
+ "158": "COMMON HOUSE MARTIN",
184
+ "159": "COMMON IORA",
185
+ "160": "COMMON LOON",
186
+ "161": "COMMON POORWILL",
187
+ "162": "COMMON STARLING",
188
+ "163": "COPPERSMITH BARBET",
189
+ "164": "COPPERY TAILED COUCAL",
190
+ "165": "CRAB PLOVER",
191
+ "166": "CRANE HAWK",
192
+ "167": "CREAM COLORED WOODPECKER",
193
+ "168": "CRESTED AUKLET",
194
+ "169": "CRESTED CARACARA",
195
+ "170": "CRESTED COUA",
196
+ "171": "CRESTED FIREBACK",
197
+ "172": "CRESTED KINGFISHER",
198
+ "173": "CRESTED NUTHATCH",
199
+ "174": "CRESTED OROPENDOLA",
200
+ "175": "CRESTED SERPENT EAGLE",
201
+ "176": "CRESTED SHRIKETIT",
202
+ "177": "CRESTED WOOD PARTRIDGE",
203
+ "178": "CRIMSON CHAT",
204
+ "179": "CRIMSON SUNBIRD",
205
+ "180": "CROW",
206
+ "181": "CUBAN TODY",
207
+ "182": "CUBAN TROGON",
208
+ "183": "CURL CRESTED ARACURI",
209
+ "184": "D-ARNAUDS BARBET",
210
+ "185": "DALMATIAN PELICAN",
211
+ "186": "DARJEELING WOODPECKER",
212
+ "187": "DARK EYED JUNCO",
213
+ "188": "DAURIAN REDSTART",
214
+ "189": "DEMOISELLE CRANE",
215
+ "190": "DOUBLE BARRED FINCH",
216
+ "191": "DOUBLE BRESTED CORMARANT",
217
+ "192": "DOUBLE EYED FIG PARROT",
218
+ "193": "DOWNY WOODPECKER",
219
+ "194": "DUNLIN",
220
+ "195": "DUSKY LORY",
221
+ "196": "DUSKY ROBIN",
222
+ "197": "EARED PITA",
223
+ "198": "EASTERN BLUEBIRD",
224
+ "199": "EASTERN BLUEBONNET",
225
+ "200": "EASTERN GOLDEN WEAVER",
226
+ "201": "EASTERN MEADOWLARK",
227
+ "202": "EASTERN ROSELLA",
228
+ "203": "EASTERN TOWEE",
229
+ "204": "EASTERN WIP POOR WILL",
230
+ "205": "EASTERN YELLOW ROBIN",
231
+ "206": "ECUADORIAN HILLSTAR",
232
+ "207": "EGYPTIAN GOOSE",
233
+ "208": "ELEGANT TROGON",
234
+ "209": "ELLIOTS PHEASANT",
235
+ "210": "EMERALD TANAGER",
236
+ "211": "EMPEROR PENGUIN",
237
+ "212": "EMU",
238
+ "213": "ENGGANO MYNA",
239
+ "214": "EURASIAN BULLFINCH",
240
+ "215": "EURASIAN GOLDEN ORIOLE",
241
+ "216": "EURASIAN MAGPIE",
242
+ "217": "EUROPEAN GOLDFINCH",
243
+ "218": "EUROPEAN TURTLE DOVE",
244
+ "219": "EVENING GROSBEAK",
245
+ "220": "FAIRY BLUEBIRD",
246
+ "221": "FAIRY PENGUIN",
247
+ "222": "FAIRY TERN",
248
+ "223": "FAN TAILED WIDOW",
249
+ "224": "FASCIATED WREN",
250
+ "225": "FIERY MINIVET",
251
+ "226": "FIORDLAND PENGUIN",
252
+ "227": "FIRE TAILLED MYZORNIS",
253
+ "228": "FLAME BOWERBIRD",
254
+ "229": "FLAME TANAGER",
255
+ "230": "FOREST WAGTAIL",
256
+ "231": "FRIGATE",
257
+ "232": "FRILL BACK PIGEON",
258
+ "233": "GAMBELS QUAIL",
259
+ "234": "GANG GANG COCKATOO",
260
+ "235": "GILA WOODPECKER",
261
+ "236": "GILDED FLICKER",
262
+ "237": "GLOSSY IBIS",
263
+ "238": "GO AWAY BIRD",
264
+ "239": "GOLD WING WARBLER",
265
+ "240": "GOLDEN BOWER BIRD",
266
+ "241": "GOLDEN CHEEKED WARBLER",
267
+ "242": "GOLDEN CHLOROPHONIA",
268
+ "243": "GOLDEN EAGLE",
269
+ "244": "GOLDEN PARAKEET",
270
+ "245": "GOLDEN PHEASANT",
271
+ "246": "GOLDEN PIPIT",
272
+ "247": "GOULDIAN FINCH",
273
+ "248": "GRANDALA",
274
+ "249": "GRAY CATBIRD",
275
+ "250": "GRAY KINGBIRD",
276
+ "251": "GRAY PARTRIDGE",
277
+ "252": "GREAT ARGUS",
278
+ "253": "GREAT GRAY OWL",
279
+ "254": "GREAT JACAMAR",
280
+ "255": "GREAT KISKADEE",
281
+ "256": "GREAT POTOO",
282
+ "257": "GREAT TINAMOU",
283
+ "258": "GREAT XENOPS",
284
+ "259": "GREATER PEWEE",
285
+ "260": "GREATER PRAIRIE CHICKEN",
286
+ "261": "GREATOR SAGE GROUSE",
287
+ "262": "GREEN BROADBILL",
288
+ "263": "GREEN JAY",
289
+ "264": "GREEN MAGPIE",
290
+ "265": "GREEN WINGED DOVE",
291
+ "266": "GREY CUCKOOSHRIKE",
292
+ "267": "GREY HEADED CHACHALACA",
293
+ "268": "GREY HEADED FISH EAGLE",
294
+ "269": "GREY PLOVER",
295
+ "270": "GROVED BILLED ANI",
296
+ "271": "GUINEA TURACO",
297
+ "272": "GUINEAFOWL",
298
+ "273": "GURNEYS PITTA",
299
+ "274": "GYRFALCON",
300
+ "275": "HAMERKOP",
301
+ "276": "HARLEQUIN DUCK",
302
+ "277": "HARLEQUIN QUAIL",
303
+ "278": "HARPY EAGLE",
304
+ "279": "HAWAIIAN GOOSE",
305
+ "280": "HAWFINCH",
306
+ "281": "HELMET VANGA",
307
+ "282": "HEPATIC TANAGER",
308
+ "283": "HIMALAYAN BLUETAIL",
309
+ "284": "HIMALAYAN MONAL",
310
+ "285": "HOATZIN",
311
+ "286": "HOODED MERGANSER",
312
+ "287": "HOOPOES",
313
+ "288": "HORNED GUAN",
314
+ "289": "HORNED LARK",
315
+ "290": "HORNED SUNGEM",
316
+ "291": "HOUSE FINCH",
317
+ "292": "HOUSE SPARROW",
318
+ "293": "HYACINTH MACAW",
319
+ "294": "IBERIAN MAGPIE",
320
+ "295": "IBISBILL",
321
+ "296": "IMPERIAL SHAQ",
322
+ "297": "INCA TERN",
323
+ "298": "INDIAN BUSTARD",
324
+ "299": "INDIAN PITTA",
325
+ "300": "INDIAN ROLLER",
326
+ "301": "INDIAN VULTURE",
327
+ "302": "INDIGO BUNTING",
328
+ "303": "INDIGO FLYCATCHER",
329
+ "304": "INLAND DOTTEREL",
330
+ "305": "IVORY BILLED ARACARI",
331
+ "306": "IVORY GULL",
332
+ "307": "IWI",
333
+ "308": "JABIRU",
334
+ "309": "JACK SNIPE",
335
+ "310": "JACOBIN PIGEON",
336
+ "311": "JANDAYA PARAKEET",
337
+ "312": "JAPANESE ROBIN",
338
+ "313": "JAVA SPARROW",
339
+ "314": "JOCOTOCO ANTPITTA",
340
+ "315": "KAGU",
341
+ "316": "KAKAPO",
342
+ "317": "KILLDEAR",
343
+ "318": "KING EIDER",
344
+ "319": "KING VULTURE",
345
+ "320": "KIWI",
346
+ "321": "KNOB BILLED DUCK",
347
+ "322": "KOOKABURRA",
348
+ "323": "LARK BUNTING",
349
+ "324": "LAUGHING GULL",
350
+ "325": "LAZULI BUNTING",
351
+ "326": "LESSER ADJUTANT",
352
+ "327": "LILAC ROLLER",
353
+ "328": "LIMPKIN",
354
+ "329": "LITTLE AUK",
355
+ "330": "LOGGERHEAD SHRIKE",
356
+ "331": "LONG-EARED OWL",
357
+ "332": "LOONEY BIRDS",
358
+ "333": "LUCIFER HUMMINGBIRD",
359
+ "334": "MAGPIE GOOSE",
360
+ "335": "MALABAR HORNBILL",
361
+ "336": "MALACHITE KINGFISHER",
362
+ "337": "MALAGASY WHITE EYE",
363
+ "338": "MALEO",
364
+ "339": "MALLARD DUCK",
365
+ "340": "MANDRIN DUCK",
366
+ "341": "MANGROVE CUCKOO",
367
+ "342": "MARABOU STORK",
368
+ "343": "MASKED BOBWHITE",
369
+ "344": "MASKED BOOBY",
370
+ "345": "MASKED LAPWING",
371
+ "346": "MCKAYS BUNTING",
372
+ "347": "MERLIN",
373
+ "348": "MIKADO PHEASANT",
374
+ "349": "MILITARY MACAW",
375
+ "350": "MOURNING DOVE",
376
+ "351": "MYNA",
377
+ "352": "NICOBAR PIGEON",
378
+ "353": "NOISY FRIARBIRD",
379
+ "354": "NORTHERN BEARDLESS TYRANNULET",
380
+ "355": "NORTHERN CARDINAL",
381
+ "356": "NORTHERN FLICKER",
382
+ "357": "NORTHERN FULMAR",
383
+ "358": "NORTHERN GANNET",
384
+ "359": "NORTHERN GOSHAWK",
385
+ "360": "NORTHERN JACANA",
386
+ "361": "NORTHERN MOCKINGBIRD",
387
+ "362": "NORTHERN PARULA",
388
+ "363": "NORTHERN RED BISHOP",
389
+ "364": "NORTHERN SHOVELER",
390
+ "365": "OCELLATED TURKEY",
391
+ "366": "OILBIRD",
392
+ "367": "OKINAWA RAIL",
393
+ "368": "ORANGE BREASTED TROGON",
394
+ "369": "ORANGE BRESTED BUNTING",
395
+ "370": "ORIENTAL BAY OWL",
396
+ "371": "ORNATE HAWK EAGLE",
397
+ "372": "OSPREY",
398
+ "373": "OSTRICH",
399
+ "374": "OVENBIRD",
400
+ "375": "OYSTER CATCHER",
401
+ "376": "PAINTED BUNTING",
402
+ "377": "PALILA",
403
+ "378": "PALM NUT VULTURE",
404
+ "379": "PARADISE TANAGER",
405
+ "380": "PARAKETT AUKLET",
406
+ "381": "PARAKETT AUKLET",
407
+ "382": "PARUS MAJOR",
408
+ "383": "PATAGONIAN SIERRA FINCH",
409
+ "384": "PEACOCK",
410
+ "385": "PEREGRINE FALCON",
411
+ "386": "PHAINOPEPLA",
412
+ "387": "PHILIPPINE EAGLE",
413
+ "388": "PINK ROBIN",
414
+ "389": "PLUSH CRESTED JAY",
415
+ "390": "POMARINE JAEGER",
416
+ "391": "PUFFIN",
417
+ "392": "PUNA TEAL",
418
+ "393": "PURPLE FINCH",
419
+ "394": "PURPLE GALLINULE",
420
+ "395": "PURPLE MARTIN",
421
+ "396": "PURPLE SWAMPHEN",
422
+ "397": "PYGMY KINGFISHER",
423
+ "398": "PYRRHULOXIA",
424
+ "399": "QUETZAL",
425
+ "400": "RAINBOW LORIKEET",
426
+ "401": "RAZORBILL",
427
+ "402": "RED BEARDED BEE EATER",
428
+ "403": "RED BELLIED PITTA",
429
+ "404": "RED BILLED TROPICBIRD",
430
+ "405": "RED BROWED FINCH",
431
+ "406": "RED CROSSBILL",
432
+ "407": "RED FACED CORMORANT",
433
+ "408": "RED FACED WARBLER",
434
+ "409": "RED FODY",
435
+ "410": "RED HEADED DUCK",
436
+ "411": "RED HEADED WOODPECKER",
437
+ "412": "RED KNOT",
438
+ "413": "RED LEGGED HONEYCREEPER",
439
+ "414": "RED NAPED TROGON",
440
+ "415": "RED SHOULDERED HAWK",
441
+ "416": "RED TAILED HAWK",
442
+ "417": "RED TAILED THRUSH",
443
+ "418": "RED WINGED BLACKBIRD",
444
+ "419": "RED WISKERED BULBUL",
445
+ "420": "REGENT BOWERBIRD",
446
+ "421": "RING-NECKED PHEASANT",
447
+ "422": "ROADRUNNER",
448
+ "423": "ROCK DOVE",
449
+ "424": "ROSE BREASTED COCKATOO",
450
+ "425": "ROSE BREASTED GROSBEAK",
451
+ "426": "ROSEATE SPOONBILL",
452
+ "427": "ROSY FACED LOVEBIRD",
453
+ "428": "ROUGH LEG BUZZARD",
454
+ "429": "ROYAL FLYCATCHER",
455
+ "430": "RUBY CROWNED KINGLET",
456
+ "431": "RUBY THROATED HUMMINGBIRD",
457
+ "432": "RUDDY SHELDUCK",
458
+ "433": "RUDY KINGFISHER",
459
+ "434": "RUFOUS KINGFISHER",
460
+ "435": "RUFOUS TREPE",
461
+ "436": "RUFUOS MOTMOT",
462
+ "437": "SAMATRAN THRUSH",
463
+ "438": "SAND MARTIN",
464
+ "439": "SANDHILL CRANE",
465
+ "440": "SATYR TRAGOPAN",
466
+ "441": "SAYS PHOEBE",
467
+ "442": "SCARLET CROWNED FRUIT DOVE",
468
+ "443": "SCARLET FACED LIOCICHLA",
469
+ "444": "SCARLET IBIS",
470
+ "445": "SCARLET MACAW",
471
+ "446": "SCARLET TANAGER",
472
+ "447": "SHOEBILL",
473
+ "448": "SHORT BILLED DOWITCHER",
474
+ "449": "SMITHS LONGSPUR",
475
+ "450": "SNOW GOOSE",
476
+ "451": "SNOW PARTRIDGE",
477
+ "452": "SNOWY EGRET",
478
+ "453": "SNOWY OWL",
479
+ "454": "SNOWY PLOVER",
480
+ "455": "SNOWY SHEATHBILL",
481
+ "456": "SORA",
482
+ "457": "SPANGLED COTINGA",
483
+ "458": "SPLENDID WREN",
484
+ "459": "SPOON BILED SANDPIPER",
485
+ "460": "SPOTTED CATBIRD",
486
+ "461": "SPOTTED WHISTLING DUCK",
487
+ "462": "SQUACCO HERON",
488
+ "463": "SRI LANKA BLUE MAGPIE",
489
+ "464": "STEAMER DUCK",
490
+ "465": "STORK BILLED KINGFISHER",
491
+ "466": "STRIATED CARACARA",
492
+ "467": "STRIPED OWL",
493
+ "468": "STRIPPED MANAKIN",
494
+ "469": "STRIPPED SWALLOW",
495
+ "470": "SUNBITTERN",
496
+ "471": "SUPERB STARLING",
497
+ "472": "SURF SCOTER",
498
+ "473": "SWINHOES PHEASANT",
499
+ "474": "TAILORBIRD",
500
+ "475": "TAIWAN MAGPIE",
501
+ "476": "TAKAHE",
502
+ "477": "TASMANIAN HEN",
503
+ "478": "TAWNY FROGMOUTH",
504
+ "479": "TEAL DUCK",
505
+ "480": "TIT MOUSE",
506
+ "481": "TOUCHAN",
507
+ "482": "TOWNSENDS WARBLER",
508
+ "483": "TREE SWALLOW",
509
+ "484": "TRICOLORED BLACKBIRD",
510
+ "485": "TROPICAL KINGBIRD",
511
+ "486": "TRUMPTER SWAN",
512
+ "487": "TURKEY VULTURE",
513
+ "488": "TURQUOISE MOTMOT",
514
+ "489": "UMBRELLA BIRD",
515
+ "490": "VARIED THRUSH",
516
+ "491": "VEERY",
517
+ "492": "VENEZUELIAN TROUPIAL",
518
+ "493": "VERDIN",
519
+ "494": "VERMILION FLYCATHER",
520
+ "495": "VICTORIA CROWNED PIGEON",
521
+ "496": "VIOLET BACKED STARLING",
522
+ "497": "VIOLET CUCKOO",
523
+ "498": "VIOLET GREEN SWALLOW",
524
+ "499": "VIOLET TURACO",
525
+ "500": "VISAYAN HORNBILL",
526
+ "501": "VULTURINE GUINEAFOWL",
527
+ "502": "WALL CREAPER",
528
+ "503": "WATTLED CURASSOW",
529
+ "504": "WATTLED LAPWING",
530
+ "505": "WHIMBREL",
531
+ "506": "WHITE BREASTED WATERHEN",
532
+ "507": "WHITE BROWED CRAKE",
533
+ "508": "WHITE CHEEKED TURACO",
534
+ "509": "WHITE CRESTED HORNBILL",
535
+ "510": "WHITE EARED HUMMINGBIRD",
536
+ "511": "WHITE NECKED RAVEN",
537
+ "512": "WHITE TAILED TROPIC",
538
+ "513": "WHITE THROATED BEE EATER",
539
+ "514": "WILD TURKEY",
540
+ "515": "WILLOW PTARMIGAN",
541
+ "516": "WILSONS BIRD OF PARADISE",
542
+ "517": "WOOD DUCK",
543
+ "518": "WOOD THRUSH",
544
+ "519": "WOODLAND KINGFISHER",
545
+ "520": "WRENTIT",
546
+ "521": "YELLOW BELLIED FLOWERPECKER",
547
+ "522": "YELLOW BREASTED CHAT",
548
+ "523": "YELLOW CACIQUE",
549
+ "524": "YELLOW HEADED BLACKBIRD",
550
+ "525": "ZEBRA DOVE"
551
+ }
552
+
553
+ predictions = {labels[str(i)]: round(probs[i], 3) for i in range(len(probs))}
554
+ return predictions
555
+
556
+ # Create Gradio interface for the bird species classifier
557
+ iface = gr.Interface(
558
+ fn=bird_classification,
559
+ inputs=gr.Image(type="numpy"),
560
+ outputs=gr.Label(label="Prediction Scores"),
561
+ title="Bird Species Classifier",
562
+ description="Upload an image to classify the bird species."
563
+ )
564
+
565
+ if __name__ == "__main__":
566
+ iface.launch()