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README.md

@@ -0,0 +1,77 @@
+---
+license: mit
+tags:
+- image-classification
+- pytorch
+- dog-breed
+- mobilenet
+- computer-vision
+datasets:
+- custom
+---
+
+# Dog Breed Classifier
+
+This is a MobileNetV2 model fine-tuned for dog breed classification with 120 breed classes.
+
+## Supported Breeds
+
+- n02085620-Chihuahua,n02085782-Japanese_spaniel,n02085936-Maltese_dog,n02086079-Pekinese,n02086240-Shih-Tzu,n02086646-Blenheim_spaniel,n02086910-papillon,n02087046-toy_terrier,n02087394-Rhodesian_ridgeback,n02088094-Afghan_hound,n02088238-basset,n02088364-beagle,n02088466-bloodhound,n02088632-bluetick,n02089078-black-and-tan_coonhound,n02089867-Walker_hound,n02089973-English_foxhound,n02090379-redbone,n02090622-borzoi,n02090721-Irish_wolfhound,n02091032-Italian_greyhound,n02091134-whippet,n02091244-Ibizan_hound,n02091467-Norwegian_elkhound,n02091635-otterhound,n02091831-Saluki,n02092002-Scottish_deerhound,n02092339-Weimaraner,n02093256-Staffordshire_bullterrier,n02093428-American_Staffordshire_terrier,n02093647-Bedlington_terrier,n02093754-Border_terrier,n02093859-Kerry_blue_terrier,n02093991-Irish_terrier,n02094114-Norfolk_terrier,n02094258-Norwich_terrier,n02094433-Yorkshire_terrier,n02095314-wire-haired_fox_terrier,n02095570-Lakeland_terrier,n02095889-Sealyham_terrier,n02096051-Airedale,n02096177-cairn,n02096294-Australian_terrier,n02096437-Dandie_Dinmont,n02096585-Boston_bull,n02097047-miniature_schnauzer,n02097130-giant_schnauzer,n02097209-standard_schnauzer,n02097298-Scotch_terrier,n02097474-Tibetan_terrier,n02097658-silky_terrier,n02098105-soft-coated_wheaten_terrier,n02098286-West_Highland_white_terrier,n02098413-Lhasa,n02099267-flat-coated_retriever,n02099429-curly-coated_retriever,n02099601-golden_retriever,n02099712-Labrador_retriever,n02099849-Chesapeake_Bay_retriever,n02100236-German_short-haired_pointer,n02100583-vizsla,n02100735-English_setter,n02100877-Irish_setter,n02101006-Gordon_setter,n02101388-Brittany_spaniel,n02101556-clumber,n02102040-English_springer,n02102177-Welsh_springer_spaniel,n02102318-cocker_spaniel,n02102480-Sussex_spaniel,n02102973-Irish_water_spaniel,n02104029-kuvasz,n02104365-schipperke,n02105056-groenendael,n02105162-malinois,n02105251-briard,n02105412-kelpie,n02105505-komondor,n02105641-Old_English_sheepdog,n02105855-Shetland_sheepdog,n02106030-collie,n02106166-Border_collie,n02106382-Bouvier_des_Flandres,n02106550-Rottweiler,n02106662-German_shepherd,n02107142-Doberman,n02107312-miniature_pinscher,n02107574-Greater_Swiss_Mountain_dog,n02107683-Bernese_mountain_dog,n02107908-Appenzeller,n02108000-EntleBucher,n02108089-boxer,n02108422-bull_mastiff,n02108551-Tibetan_mastiff,n02108915-French_bulldog,n02109047-Great_Dane,n02109525-Saint_Bernard,n02109961-Eskimo_dog,n02110063-malamute,n02110185-Siberian_husky,n02110627-affenpinscher,n02110806-basenji,n02110958-pug,n02111129-Leonberg,n02111277-Newfoundland,n02111500-Great_Pyrenees,n02111889-Samoyed,n02112018-Pomeranian,n02112137-chow,n02112350-keeshond,n02112706-Brabancon_griffon,n02113023-Pembroke,n02113186-Cardigan,n02113624-toy_poodle,n02113712-miniature_poodle,n02113799-standard_poodle,n02113978-Mexican_hairless,n02115641-dingo,n02115913-dhole,n02116738-African_hunting_dog,
+- unknown_breed_1
+- unknown_breed_2
+- unknown_breed_3
+- unknown_breed_4
+- unknown_breed_5
+- unknown_breed_6
+- unknown_breed_7
+- unknown_breed_8
+- unknown_breed_9
+- ... and 110 more breeds
+
+## Model Details
+
+- **Architecture**: MobileNetV2 with custom classifier
+- **Input Size**: 224x224 pixels
+- **Number of Classes**: 120
+- **Framework**: PyTorch
+
+## Usage
+
+### Via Hugging Face Inference API
+
+```python
+import requests
+
+API_URL = "https://api-inference.huggingface.co/models/valentinocc/dog-breed-classifier"
+headers = {"Authorization": "Bearer YOUR_HF_TOKEN"}
+
+def query(filename):
+    with open(filename, "rb") as f:
+        data = f.read()
+    response = requests.post(API_URL, headers=headers, data=data)
+    return response.json()
+
+# Predict dog breed
+output = query("dog_image.jpg")
+print(f"Predicted breed: {output[0]['label']} ({output[0]['score']:.2%} confidence)")
+```
+
+### Django Integration
+
+```python
+from utils.huggingface_client import HuggingFaceClient
+
+hf_client = HuggingFaceClient()
+result = hf_client.classify_image(image_file, "valentinocc/dog-breed-classifier")
+```
+
+## Training Details
+
+This model was trained on a custom dataset of dog breed images using transfer learning on MobileNetV2.
+The model achieves good performance across 120 different dog breeds.
+
+## Model Performance
+
+- Input: RGB images, 224x224 pixels
+- Output: Probability distribution over 120 dog breeds
+- Architecture: MobileNetV2 backbone + custom classifier

config.json

@@ -0,0 +1,253 @@
+{
+  "model_type": "mobilenet_v2",
+  "num_classes": 120,
+  "image_size": [
+    224,
+    224
+  ],
+  "architecture": "mobilenet_v2_custom",
+  "id2label": {
+    "0": "n02085620-Chihuahua,n02085782-Japanese_spaniel,n02085936-Maltese_dog,n02086079-Pekinese,n02086240-Shih-Tzu,n02086646-Blenheim_spaniel,n02086910-papillon,n02087046-toy_terrier,n02087394-Rhodesian_ridgeback,n02088094-Afghan_hound,n02088238-basset,n02088364-beagle,n02088466-bloodhound,n02088632-bluetick,n02089078-black-and-tan_coonhound,n02089867-Walker_hound,n02089973-English_foxhound,n02090379-redbone,n02090622-borzoi,n02090721-Irish_wolfhound,n02091032-Italian_greyhound,n02091134-whippet,n02091244-Ibizan_hound,n02091467-Norwegian_elkhound,n02091635-otterhound,n02091831-Saluki,n02092002-Scottish_deerhound,n02092339-Weimaraner,n02093256-Staffordshire_bullterrier,n02093428-American_Staffordshire_terrier,n02093647-Bedlington_terrier,n02093754-Border_terrier,n02093859-Kerry_blue_terrier,n02093991-Irish_terrier,n02094114-Norfolk_terrier,n02094258-Norwich_terrier,n02094433-Yorkshire_terrier,n02095314-wire-haired_fox_terrier,n02095570-Lakeland_terrier,n02095889-Sealyham_terrier,n02096051-Airedale,n02096177-cairn,n02096294-Australian_terrier,n02096437-Dandie_Dinmont,n02096585-Boston_bull,n02097047-miniature_schnauzer,n02097130-giant_schnauzer,n02097209-standard_schnauzer,n02097298-Scotch_terrier,n02097474-Tibetan_terrier,n02097658-silky_terrier,n02098105-soft-coated_wheaten_terrier,n02098286-West_Highland_white_terrier,n02098413-Lhasa,n02099267-flat-coated_retriever,n02099429-curly-coated_retriever,n02099601-golden_retriever,n02099712-Labrador_retriever,n02099849-Chesapeake_Bay_retriever,n02100236-German_short-haired_pointer,n02100583-vizsla,n02100735-English_setter,n02100877-Irish_setter,n02101006-Gordon_setter,n02101388-Brittany_spaniel,n02101556-clumber,n02102040-English_springer,n02102177-Welsh_springer_spaniel,n02102318-cocker_spaniel,n02102480-Sussex_spaniel,n02102973-Irish_water_spaniel,n02104029-kuvasz,n02104365-schipperke,n02105056-groenendael,n02105162-malinois,n02105251-briard,n02105412-kelpie,n02105505-komondor,n02105641-Old_English_sheepdog,n02105855-Shetland_sheepdog,n02106030-collie,n02106166-Border_collie,n02106382-Bouvier_des_Flandres,n02106550-Rottweiler,n02106662-German_shepherd,n02107142-Doberman,n02107312-miniature_pinscher,n02107574-Greater_Swiss_Mountain_dog,n02107683-Bernese_mountain_dog,n02107908-Appenzeller,n02108000-EntleBucher,n02108089-boxer,n02108422-bull_mastiff,n02108551-Tibetan_mastiff,n02108915-French_bulldog,n02109047-Great_Dane,n02109525-Saint_Bernard,n02109961-Eskimo_dog,n02110063-malamute,n02110185-Siberian_husky,n02110627-affenpinscher,n02110806-basenji,n02110958-pug,n02111129-Leonberg,n02111277-Newfoundland,n02111500-Great_Pyrenees,n02111889-Samoyed,n02112018-Pomeranian,n02112137-chow,n02112350-keeshond,n02112706-Brabancon_griffon,n02113023-Pembroke,n02113186-Cardigan,n02113624-toy_poodle,n02113712-miniature_poodle,n02113799-standard_poodle,n02113978-Mexican_hairless,n02115641-dingo,n02115913-dhole,n02116738-African_hunting_dog,",
+    "1": "unknown_breed_1",
+    "2": "unknown_breed_2",
+    "3": "unknown_breed_3",
+    "4": "unknown_breed_4",
+    "5": "unknown_breed_5",
+    "6": "unknown_breed_6",
+    "7": "unknown_breed_7",
+    "8": "unknown_breed_8",
+    "9": "unknown_breed_9",
+    "10": "unknown_breed_10",
+    "11": "unknown_breed_11",
+    "12": "unknown_breed_12",
+    "13": "unknown_breed_13",
+    "14": "unknown_breed_14",
+    "15": "unknown_breed_15",
+    "16": "unknown_breed_16",
+    "17": "unknown_breed_17",
+    "18": "unknown_breed_18",
+    "19": "unknown_breed_19",
+    "20": "unknown_breed_20",
+    "21": "unknown_breed_21",
+    "22": "unknown_breed_22",
+    "23": "unknown_breed_23",
+    "24": "unknown_breed_24",
+    "25": "unknown_breed_25",
+    "26": "unknown_breed_26",
+    "27": "unknown_breed_27",
+    "28": "unknown_breed_28",
+    "29": "unknown_breed_29",
+    "30": "unknown_breed_30",
+    "31": "unknown_breed_31",
+    "32": "unknown_breed_32",
+    "33": "unknown_breed_33",
+    "34": "unknown_breed_34",
+    "35": "unknown_breed_35",
+    "36": "unknown_breed_36",
+    "37": "unknown_breed_37",
+    "38": "unknown_breed_38",
+    "39": "unknown_breed_39",
+    "40": "unknown_breed_40",
+    "41": "unknown_breed_41",
+    "42": "unknown_breed_42",
+    "43": "unknown_breed_43",
+    "44": "unknown_breed_44",
+    "45": "unknown_breed_45",
+    "46": "unknown_breed_46",
+    "47": "unknown_breed_47",
+    "48": "unknown_breed_48",
+    "49": "unknown_breed_49",
+    "50": "unknown_breed_50",
+    "51": "unknown_breed_51",
+    "52": "unknown_breed_52",
+    "53": "unknown_breed_53",
+    "54": "unknown_breed_54",
+    "55": "unknown_breed_55",
+    "56": "unknown_breed_56",
+    "57": "unknown_breed_57",
+    "58": "unknown_breed_58",
+    "59": "unknown_breed_59",
+    "60": "unknown_breed_60",
+    "61": "unknown_breed_61",
+    "62": "unknown_breed_62",
+    "63": "unknown_breed_63",
+    "64": "unknown_breed_64",
+    "65": "unknown_breed_65",
+    "66": "unknown_breed_66",
+    "67": "unknown_breed_67",
+    "68": "unknown_breed_68",
+    "69": "unknown_breed_69",
+    "70": "unknown_breed_70",
+    "71": "unknown_breed_71",
+    "72": "unknown_breed_72",
+    "73": "unknown_breed_73",
+    "74": "unknown_breed_74",
+    "75": "unknown_breed_75",
+    "76": "unknown_breed_76",
+    "77": "unknown_breed_77",
+    "78": "unknown_breed_78",
+    "79": "unknown_breed_79",
+    "80": "unknown_breed_80",
+    "81": "unknown_breed_81",
+    "82": "unknown_breed_82",
+    "83": "unknown_breed_83",
+    "84": "unknown_breed_84",
+    "85": "unknown_breed_85",
+    "86": "unknown_breed_86",
+    "87": "unknown_breed_87",
+    "88": "unknown_breed_88",
+    "89": "unknown_breed_89",
+    "90": "unknown_breed_90",
+    "91": "unknown_breed_91",
+    "92": "unknown_breed_92",
+    "93": "unknown_breed_93",
+    "94": "unknown_breed_94",
+    "95": "unknown_breed_95",
+    "96": "unknown_breed_96",
+    "97": "unknown_breed_97",
+    "98": "unknown_breed_98",
+    "99": "unknown_breed_99",
+    "100": "unknown_breed_100",
+    "101": "unknown_breed_101",
+    "102": "unknown_breed_102",
+    "103": "unknown_breed_103",
+    "104": "unknown_breed_104",
+    "105": "unknown_breed_105",
+    "106": "unknown_breed_106",
+    "107": "unknown_breed_107",
+    "108": "unknown_breed_108",
+    "109": "unknown_breed_109",
+    "110": "unknown_breed_110",
+    "111": "unknown_breed_111",
+    "112": "unknown_breed_112",
+    "113": "unknown_breed_113",
+    "114": "unknown_breed_114",
+    "115": "unknown_breed_115",
+    "116": "unknown_breed_116",
+    "117": "unknown_breed_117",
+    "118": "unknown_breed_118",
+    "119": "unknown_breed_119"
+  },
+  "label2id": {
+    "n02085620-Chihuahua,n02085782-Japanese_spaniel,n02085936-Maltese_dog,n02086079-Pekinese,n02086240-Shih-Tzu,n02086646-Blenheim_spaniel,n02086910-papillon,n02087046-toy_terrier,n02087394-Rhodesian_ridgeback,n02088094-Afghan_hound,n02088238-basset,n02088364-beagle,n02088466-bloodhound,n02088632-bluetick,n02089078-black-and-tan_coonhound,n02089867-Walker_hound,n02089973-English_foxhound,n02090379-redbone,n02090622-borzoi,n02090721-Irish_wolfhound,n02091032-Italian_greyhound,n02091134-whippet,n02091244-Ibizan_hound,n02091467-Norwegian_elkhound,n02091635-otterhound,n02091831-Saluki,n02092002-Scottish_deerhound,n02092339-Weimaraner,n02093256-Staffordshire_bullterrier,n02093428-American_Staffordshire_terrier,n02093647-Bedlington_terrier,n02093754-Border_terrier,n02093859-Kerry_blue_terrier,n02093991-Irish_terrier,n02094114-Norfolk_terrier,n02094258-Norwich_terrier,n02094433-Yorkshire_terrier,n02095314-wire-haired_fox_terrier,n02095570-Lakeland_terrier,n02095889-Sealyham_terrier,n02096051-Airedale,n02096177-cairn,n02096294-Australian_terrier,n02096437-Dandie_Dinmont,n02096585-Boston_bull,n02097047-miniature_schnauzer,n02097130-giant_schnauzer,n02097209-standard_schnauzer,n02097298-Scotch_terrier,n02097474-Tibetan_terrier,n02097658-silky_terrier,n02098105-soft-coated_wheaten_terrier,n02098286-West_Highland_white_terrier,n02098413-Lhasa,n02099267-flat-coated_retriever,n02099429-curly-coated_retriever,n02099601-golden_retriever,n02099712-Labrador_retriever,n02099849-Chesapeake_Bay_retriever,n02100236-German_short-haired_pointer,n02100583-vizsla,n02100735-English_setter,n02100877-Irish_setter,n02101006-Gordon_setter,n02101388-Brittany_spaniel,n02101556-clumber,n02102040-English_springer,n02102177-Welsh_springer_spaniel,n02102318-cocker_spaniel,n02102480-Sussex_spaniel,n02102973-Irish_water_spaniel,n02104029-kuvasz,n02104365-schipperke,n02105056-groenendael,n02105162-malinois,n02105251-briard,n02105412-kelpie,n02105505-komondor,n02105641-Old_English_sheepdog,n02105855-Shetland_sheepdog,n02106030-collie,n02106166-Border_collie,n02106382-Bouvier_des_Flandres,n02106550-Rottweiler,n02106662-German_shepherd,n02107142-Doberman,n02107312-miniature_pinscher,n02107574-Greater_Swiss_Mountain_dog,n02107683-Bernese_mountain_dog,n02107908-Appenzeller,n02108000-EntleBucher,n02108089-boxer,n02108422-bull_mastiff,n02108551-Tibetan_mastiff,n02108915-French_bulldog,n02109047-Great_Dane,n02109525-Saint_Bernard,n02109961-Eskimo_dog,n02110063-malamute,n02110185-Siberian_husky,n02110627-affenpinscher,n02110806-basenji,n02110958-pug,n02111129-Leonberg,n02111277-Newfoundland,n02111500-Great_Pyrenees,n02111889-Samoyed,n02112018-Pomeranian,n02112137-chow,n02112350-keeshond,n02112706-Brabancon_griffon,n02113023-Pembroke,n02113186-Cardigan,n02113624-toy_poodle,n02113712-miniature_poodle,n02113799-standard_poodle,n02113978-Mexican_hairless,n02115641-dingo,n02115913-dhole,n02116738-African_hunting_dog,": "0",
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+  }
+}

labels.txt

@@ -0,0 +1,120 @@
+n02085620-Chihuahua,n02085782-Japanese_spaniel,n02085936-Maltese_dog,n02086079-Pekinese,n02086240-Shih-Tzu,n02086646-Blenheim_spaniel,n02086910-papillon,n02087046-toy_terrier,n02087394-Rhodesian_ridgeback,n02088094-Afghan_hound,n02088238-basset,n02088364-beagle,n02088466-bloodhound,n02088632-bluetick,n02089078-black-and-tan_coonhound,n02089867-Walker_hound,n02089973-English_foxhound,n02090379-redbone,n02090622-borzoi,n02090721-Irish_wolfhound,n02091032-Italian_greyhound,n02091134-whippet,n02091244-Ibizan_hound,n02091467-Norwegian_elkhound,n02091635-otterhound,n02091831-Saluki,n02092002-Scottish_deerhound,n02092339-Weimaraner,n02093256-Staffordshire_bullterrier,n02093428-American_Staffordshire_terrier,n02093647-Bedlington_terrier,n02093754-Border_terrier,n02093859-Kerry_blue_terrier,n02093991-Irish_terrier,n02094114-Norfolk_terrier,n02094258-Norwich_terrier,n02094433-Yorkshire_terrier,n02095314-wire-haired_fox_terrier,n02095570-Lakeland_terrier,n02095889-Sealyham_terrier,n02096051-Airedale,n02096177-cairn,n02096294-Australian_terrier,n02096437-Dandie_Dinmont,n02096585-Boston_bull,n02097047-miniature_schnauzer,n02097130-giant_schnauzer,n02097209-standard_schnauzer,n02097298-Scotch_terrier,n02097474-Tibetan_terrier,n02097658-silky_terrier,n02098105-soft-coated_wheaten_terrier,n02098286-West_Highland_white_terrier,n02098413-Lhasa,n02099267-flat-coated_retriever,n02099429-curly-coated_retriever,n02099601-golden_retriever,n02099712-Labrador_retriever,n02099849-Chesapeake_Bay_retriever,n02100236-German_short-haired_pointer,n02100583-vizsla,n02100735-English_setter,n02100877-Irish_setter,n02101006-Gordon_setter,n02101388-Brittany_spaniel,n02101556-clumber,n02102040-English_springer,n02102177-Welsh_springer_spaniel,n02102318-cocker_spaniel,n02102480-Sussex_spaniel,n02102973-Irish_water_spaniel,n02104029-kuvasz,n02104365-schipperke,n02105056-groenendael,n02105162-malinois,n02105251-briard,n02105412-kelpie,n02105505-komondor,n02105641-Old_English_sheepdog,n02105855-Shetland_sheepdog,n02106030-collie,n02106166-Border_collie,n02106382-Bouvier_des_Flandres,n02106550-Rottweiler,n02106662-German_shepherd,n02107142-Doberman,n02107312-miniature_pinscher,n02107574-Greater_Swiss_Mountain_dog,n02107683-Bernese_mountain_dog,n02107908-Appenzeller,n02108000-EntleBucher,n02108089-boxer,n02108422-bull_mastiff,n02108551-Tibetan_mastiff,n02108915-French_bulldog,n02109047-Great_Dane,n02109525-Saint_Bernard,n02109961-Eskimo_dog,n02110063-malamute,n02110185-Siberian_husky,n02110627-affenpinscher,n02110806-basenji,n02110958-pug,n02111129-Leonberg,n02111277-Newfoundland,n02111500-Great_Pyrenees,n02111889-Samoyed,n02112018-Pomeranian,n02112137-chow,n02112350-keeshond,n02112706-Brabancon_griffon,n02113023-Pembroke,n02113186-Cardigan,n02113624-toy_poodle,n02113712-miniature_poodle,n02113799-standard_poodle,n02113978-Mexican_hairless,n02115641-dingo,n02115913-dhole,n02116738-African_hunting_dog,
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