abdusahmbzuai
commited on
Commit
·
f5d9c1f
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Parent(s):
cc8c9df
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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| 1 |
+
---
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| 2 |
+
tags:
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| 3 |
+
- image-classification
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| 4 |
+
- pytorch
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| 5 |
+
- huggingpics
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| 6 |
+
metrics:
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| 7 |
+
- accuracy
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| 8 |
+
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| 9 |
+
model-index:
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| 10 |
+
- name: CarViT
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| 11 |
+
results:
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| 12 |
+
- task:
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| 13 |
+
name: Image Classification
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| 14 |
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type: image-classification
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| 15 |
+
metrics:
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| 16 |
+
- name: Accuracy
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| 17 |
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type: accuracy
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| 18 |
+
value: 0.8122026920318604
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| 19 |
+
---
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| 20 |
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# CarViT
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| 22 |
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| 24 |
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CarViT - Car make classifier that can identify 40 manufacturers.
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| 25 |
+
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| 26 |
+
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+
## Example Images
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| 28 |
+
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| 29 |
+
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| 30 |
+
#### Acura
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| 31 |
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| 32 |
+

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#### Alfa Romeo
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| 35 |
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+

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| 37 |
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#### Aston Martin
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| 39 |
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+

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#### Audi
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#### BMW
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#### Bentley
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#### Buick
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#### Cadillac
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#### Chevrolet
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#### Chrysler
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#### Dodge
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#### FIAT
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#### Ferrari
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#### Ford
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#### GMC
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#### Genesis
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#### Honda
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#### Hyundai
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#### INFINITI
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| 103 |
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#### Jaguar
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#### Jeep
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#### Kia
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#### Lamborghini
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#### Land Rover
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#### Lexus
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#### Lincoln
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#### MINI
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#### Maserati
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#### Mazda
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#### McLaren
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#### Mercedes-Benz
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#### Mitsubishi
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#### Nissan
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#### Porsche
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#### Ram
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#### Rolls-Royce
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#### Subaru
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#### Tesla
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#### Toyota
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#### Volkswagen
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#### Volvo
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#### smart
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config.json
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| 1 |
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{
|
| 2 |
+
"_name_or_path": "google/vit-base-patch16-224-in21k",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"ViTForImageClassification"
|
| 5 |
+
],
|
| 6 |
+
"attention_probs_dropout_prob": 0.0,
|
| 7 |
+
"encoder_stride": 16,
|
| 8 |
+
"hidden_act": "gelu",
|
| 9 |
+
"hidden_dropout_prob": 0.0,
|
| 10 |
+
"hidden_size": 768,
|
| 11 |
+
"id2label": {
|
| 12 |
+
"0": "Acura",
|
| 13 |
+
"1": "Alfa Romeo",
|
| 14 |
+
"10": "Dodge",
|
| 15 |
+
"11": "FIAT",
|
| 16 |
+
"12": "Ferrari",
|
| 17 |
+
"13": "Ford",
|
| 18 |
+
"14": "GMC",
|
| 19 |
+
"15": "Genesis",
|
| 20 |
+
"16": "Honda",
|
| 21 |
+
"17": "Hyundai",
|
| 22 |
+
"18": "INFINITI",
|
| 23 |
+
"19": "Jaguar",
|
| 24 |
+
"2": "Aston Martin",
|
| 25 |
+
"20": "Jeep",
|
| 26 |
+
"21": "Kia",
|
| 27 |
+
"22": "Lamborghini",
|
| 28 |
+
"23": "Land Rover",
|
| 29 |
+
"24": "Lexus",
|
| 30 |
+
"25": "Lincoln",
|
| 31 |
+
"26": "MINI",
|
| 32 |
+
"27": "Maserati",
|
| 33 |
+
"28": "Mazda",
|
| 34 |
+
"29": "McLaren",
|
| 35 |
+
"3": "Audi",
|
| 36 |
+
"30": "Mercedes-Benz",
|
| 37 |
+
"31": "Mitsubishi",
|
| 38 |
+
"32": "Nissan",
|
| 39 |
+
"33": "Porsche",
|
| 40 |
+
"34": "Ram",
|
| 41 |
+
"35": "Rolls-Royce",
|
| 42 |
+
"36": "Subaru",
|
| 43 |
+
"37": "Tesla",
|
| 44 |
+
"38": "Toyota",
|
| 45 |
+
"39": "Volkswagen",
|
| 46 |
+
"4": "BMW",
|
| 47 |
+
"40": "Volvo",
|
| 48 |
+
"41": "smart",
|
| 49 |
+
"5": "Bentley",
|
| 50 |
+
"6": "Buick",
|
| 51 |
+
"7": "Cadillac",
|
| 52 |
+
"8": "Chevrolet",
|
| 53 |
+
"9": "Chrysler"
|
| 54 |
+
},
|
| 55 |
+
"image_size": 224,
|
| 56 |
+
"initializer_range": 0.02,
|
| 57 |
+
"intermediate_size": 3072,
|
| 58 |
+
"label2id": {
|
| 59 |
+
"Acura": "0",
|
| 60 |
+
"Alfa Romeo": "1",
|
| 61 |
+
"Aston Martin": "2",
|
| 62 |
+
"Audi": "3",
|
| 63 |
+
"BMW": "4",
|
| 64 |
+
"Bentley": "5",
|
| 65 |
+
"Buick": "6",
|
| 66 |
+
"Cadillac": "7",
|
| 67 |
+
"Chevrolet": "8",
|
| 68 |
+
"Chrysler": "9",
|
| 69 |
+
"Dodge": "10",
|
| 70 |
+
"FIAT": "11",
|
| 71 |
+
"Ferrari": "12",
|
| 72 |
+
"Ford": "13",
|
| 73 |
+
"GMC": "14",
|
| 74 |
+
"Genesis": "15",
|
| 75 |
+
"Honda": "16",
|
| 76 |
+
"Hyundai": "17",
|
| 77 |
+
"INFINITI": "18",
|
| 78 |
+
"Jaguar": "19",
|
| 79 |
+
"Jeep": "20",
|
| 80 |
+
"Kia": "21",
|
| 81 |
+
"Lamborghini": "22",
|
| 82 |
+
"Land Rover": "23",
|
| 83 |
+
"Lexus": "24",
|
| 84 |
+
"Lincoln": "25",
|
| 85 |
+
"MINI": "26",
|
| 86 |
+
"Maserati": "27",
|
| 87 |
+
"Mazda": "28",
|
| 88 |
+
"McLaren": "29",
|
| 89 |
+
"Mercedes-Benz": "30",
|
| 90 |
+
"Mitsubishi": "31",
|
| 91 |
+
"Nissan": "32",
|
| 92 |
+
"Porsche": "33",
|
| 93 |
+
"Ram": "34",
|
| 94 |
+
"Rolls-Royce": "35",
|
| 95 |
+
"Subaru": "36",
|
| 96 |
+
"Tesla": "37",
|
| 97 |
+
"Toyota": "38",
|
| 98 |
+
"Volkswagen": "39",
|
| 99 |
+
"Volvo": "40",
|
| 100 |
+
"smart": "41"
|
| 101 |
+
},
|
| 102 |
+
"layer_norm_eps": 1e-12,
|
| 103 |
+
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