abdusahmbzuai
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commit files to HF hub
Browse files- README.md +196 -0
- config.json +112 -0
- images/Acura.jpg +0 -0
- images/Alfa_Romeo.jpg +0 -0
- images/Aston_Martin.jpg +0 -0
- images/Audi.jpg +0 -0
- images/BMW.jpg +0 -0
- images/Bentley.jpg +0 -0
- images/Buick.jpg +0 -0
- images/Cadillac.jpg +0 -0
- images/Chevrolet.jpg +0 -0
- images/Chrysler.jpg +0 -0
- images/Dodge.jpg +0 -0
- images/FIAT.jpg +0 -0
- images/Ferrari.jpg +0 -0
- images/Ford.jpg +0 -0
- images/GMC.jpg +0 -0
- images/Genesis.jpg +0 -0
- images/Honda.jpg +0 -0
- images/Hyundai.jpg +0 -0
- images/INFINITI.jpg +0 -0
- images/Jaguar.jpg +0 -0
- images/Jeep.jpg +0 -0
- images/Kia.jpg +0 -0
- images/Lamborghini.jpg +0 -0
- images/Land_Rover.jpg +0 -0
- images/Lexus.jpg +0 -0
- images/Lincoln.jpg +0 -0
- images/MINI.jpg +0 -0
- images/Maserati.jpg +0 -0
- images/Mazda.jpg +0 -0
- images/McLaren.jpg +0 -0
- images/Mercedes-Benz.jpg +0 -0
- images/Mitsubishi.jpg +0 -0
- images/Nissan.jpg +0 -0
- images/Porsche.jpg +0 -0
- images/Ram.jpg +0 -0
- images/Rolls-Royce.jpg +0 -0
- images/Subaru.jpg +0 -0
- images/Tesla.jpg +0 -0
- images/Toyota.jpg +0 -0
- images/Volkswagen.jpg +0 -0
- images/Volvo.jpg +0 -0
- images/smart.jpg +0 -0
- preprocessor_config.json +17 -0
- pytorch_model.bin +3 -0
- runs/events.out.tfevents.1648305255.f0cf4d607bb3.81.0 +3 -0
README.md
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---
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tags:
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- image-classification
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- pytorch
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- huggingpics
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metrics:
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- accuracy
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model-index:
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- name: CarViT
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results:
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- task:
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name: Image Classification
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type: image-classification
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metrics:
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- name: Accuracy
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type: accuracy
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value: 0.8122026920318604
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---
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# CarViT
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CarViT - Car make classifier that can identify 40 manufacturers.
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## Example Images
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#### Acura
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![Acura](images/Acura.jpg)
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#### Alfa Romeo
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![Alfa Romeo](images/Alfa_Romeo.jpg)
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#### Aston Martin
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![Aston Martin](images/Aston_Martin.jpg)
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#### Audi
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![Audi](images/Audi.jpg)
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#### BMW
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![BMW](images/BMW.jpg)
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#### Bentley
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![Bentley](images/Bentley.jpg)
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#### Buick
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![Buick](images/Buick.jpg)
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#### Cadillac
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![Cadillac](images/Cadillac.jpg)
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#### Chevrolet
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![Chevrolet](images/Chevrolet.jpg)
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#### Chrysler
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![Chrysler](images/Chrysler.jpg)
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#### Dodge
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![Dodge](images/Dodge.jpg)
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#### FIAT
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![FIAT](images/FIAT.jpg)
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#### Ferrari
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![Ferrari](images/Ferrari.jpg)
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#### Ford
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![Ford](images/Ford.jpg)
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#### GMC
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![GMC](images/GMC.jpg)
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#### Genesis
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![Genesis](images/Genesis.jpg)
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#### Honda
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![Honda](images/Honda.jpg)
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#### Hyundai
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![Hyundai](images/Hyundai.jpg)
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#### INFINITI
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![INFINITI](images/INFINITI.jpg)
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#### Jaguar
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![Jaguar](images/Jaguar.jpg)
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#### Jeep
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![Jeep](images/Jeep.jpg)
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#### Kia
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![Kia](images/Kia.jpg)
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#### Lamborghini
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![Lamborghini](images/Lamborghini.jpg)
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#### Land Rover
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![Land Rover](images/Land_Rover.jpg)
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#### Lexus
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![Lexus](images/Lexus.jpg)
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#### Lincoln
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![Lincoln](images/Lincoln.jpg)
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#### MINI
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![MINI](images/MINI.jpg)
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#### Maserati
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![Maserati](images/Maserati.jpg)
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#### Mazda
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![Mazda](images/Mazda.jpg)
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#### McLaren
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![McLaren](images/McLaren.jpg)
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#### Mercedes-Benz
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![Mercedes-Benz](images/Mercedes-Benz.jpg)
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#### Mitsubishi
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![Mitsubishi](images/Mitsubishi.jpg)
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#### Nissan
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![Nissan](images/Nissan.jpg)
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#### Porsche
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![Porsche](images/Porsche.jpg)
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#### Ram
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![Ram](images/Ram.jpg)
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#### Rolls-Royce
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![Rolls-Royce](images/Rolls-Royce.jpg)
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#### Subaru
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![Subaru](images/Subaru.jpg)
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#### Tesla
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![Tesla](images/Tesla.jpg)
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#### Toyota
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![Toyota](images/Toyota.jpg)
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#### Volkswagen
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![Volkswagen](images/Volkswagen.jpg)
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#### Volvo
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![Volvo](images/Volvo.jpg)
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#### smart
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![smart](images/smart.jpg)
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config.json
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{
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"_name_or_path": "google/vit-base-patch16-224-in21k",
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"architectures": [
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"ViTForImageClassification"
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],
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"attention_probs_dropout_prob": 0.0,
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"encoder_stride": 16,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.0,
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"hidden_size": 768,
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"id2label": {
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"0": "Acura",
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"1": "Alfa Romeo",
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"10": "Dodge",
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"11": "FIAT",
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"12": "Ferrari",
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"13": "Ford",
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"14": "GMC",
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"15": "Genesis",
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"16": "Honda",
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"17": "Hyundai",
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"18": "INFINITI",
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"19": "Jaguar",
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"2": "Aston Martin",
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"20": "Jeep",
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"21": "Kia",
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"22": "Lamborghini",
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"23": "Land Rover",
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"24": "Lexus",
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"25": "Lincoln",
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"26": "MINI",
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"27": "Maserati",
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"28": "Mazda",
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"29": "McLaren",
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"3": "Audi",
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"30": "Mercedes-Benz",
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"31": "Mitsubishi",
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"32": "Nissan",
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"33": "Porsche",
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"34": "Ram",
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"35": "Rolls-Royce",
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"36": "Subaru",
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"37": "Tesla",
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"38": "Toyota",
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"39": "Volkswagen",
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"4": "BMW",
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"40": "Volvo",
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"41": "smart",
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"5": "Bentley",
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"6": "Buick",
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"7": "Cadillac",
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"8": "Chevrolet",
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"9": "Chrysler"
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},
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"image_size": 224,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"label2id": {
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"Acura": "0",
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"Alfa Romeo": "1",
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"Aston Martin": "2",
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"Audi": "3",
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"BMW": "4",
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"Bentley": "5",
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"Buick": "6",
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"Cadillac": "7",
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"Chevrolet": "8",
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"Chrysler": "9",
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"Dodge": "10",
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"FIAT": "11",
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"Ferrari": "12",
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"Ford": "13",
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"GMC": "14",
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"Genesis": "15",
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"Honda": "16",
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"Hyundai": "17",
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"INFINITI": "18",
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"Jaguar": "19",
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"Jeep": "20",
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"Kia": "21",
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"Lamborghini": "22",
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"Land Rover": "23",
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"Lexus": "24",
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"Lincoln": "25",
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"MINI": "26",
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"Maserati": "27",
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"Mazda": "28",
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"McLaren": "29",
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"Mercedes-Benz": "30",
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"Mitsubishi": "31",
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"Nissan": "32",
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"Porsche": "33",
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"Ram": "34",
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"Rolls-Royce": "35",
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"Subaru": "36",
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"Tesla": "37",
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"Toyota": "38",
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"Volkswagen": "39",
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"Volvo": "40",
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"smart": "41"
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},
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"layer_norm_eps": 1e-12,
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"model_type": "vit",
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"num_attention_heads": 12,
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"num_channels": 3,
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"num_hidden_layers": 12,
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"patch_size": 16,
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"problem_type": "single_label_classification",
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"qkv_bias": true,
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110 |
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"torch_dtype": "float32",
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111 |
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"transformers_version": "4.17.0"
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}
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images/Acura.jpg
ADDED
images/Alfa_Romeo.jpg
ADDED
images/Aston_Martin.jpg
ADDED
images/Audi.jpg
ADDED
images/BMW.jpg
ADDED
images/Bentley.jpg
ADDED
images/Buick.jpg
ADDED
images/Cadillac.jpg
ADDED
images/Chevrolet.jpg
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images/Chrysler.jpg
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images/Dodge.jpg
ADDED
images/FIAT.jpg
ADDED
images/Ferrari.jpg
ADDED
images/Ford.jpg
ADDED
images/GMC.jpg
ADDED
images/Genesis.jpg
ADDED
images/Honda.jpg
ADDED
images/Hyundai.jpg
ADDED
images/INFINITI.jpg
ADDED
images/Jaguar.jpg
ADDED
images/Jeep.jpg
ADDED
images/Kia.jpg
ADDED
images/Lamborghini.jpg
ADDED
images/Land_Rover.jpg
ADDED
images/Lexus.jpg
ADDED
images/Lincoln.jpg
ADDED
images/MINI.jpg
ADDED
images/Maserati.jpg
ADDED
images/Mazda.jpg
ADDED
images/McLaren.jpg
ADDED
images/Mercedes-Benz.jpg
ADDED
images/Mitsubishi.jpg
ADDED
images/Nissan.jpg
ADDED
images/Porsche.jpg
ADDED
images/Ram.jpg
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images/Rolls-Royce.jpg
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images/Subaru.jpg
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images/Tesla.jpg
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images/Toyota.jpg
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images/Volkswagen.jpg
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images/Volvo.jpg
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images/smart.jpg
ADDED
preprocessor_config.json
ADDED
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{
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"do_normalize": true,
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"do_resize": true,
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"feature_extractor_type": "ViTFeatureExtractor",
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"image_mean": [
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0.5,
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0.5
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],
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"image_std": [
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],
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"resample": 2,
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"size": 224
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}
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pytorch_model.bin
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:599560fd9cae61076c8ef22751390736d87a3ce870aa3ad8260e08290af6f6f8
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size 343400945
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runs/events.out.tfevents.1648305255.f0cf4d607bb3.81.0
ADDED
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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oid sha256:1811879a780c0433aeccd77f13e8151b0e0c0f309163c49497ad94dcc8d22f5d
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size 52301
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