|
--- |
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dataset_info: |
|
features: |
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- name: image |
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dtype: image |
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- name: bbox |
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struct: |
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- name: ymin |
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dtype: int64 |
|
- name: xmin |
|
dtype: int64 |
|
- name: ymax |
|
dtype: int64 |
|
- name: xmax |
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dtype: int64 |
|
- name: family |
|
dtype: |
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class_label: |
|
names: |
|
'0': A300 |
|
'1': A310 |
|
'2': A320 |
|
'3': A330 |
|
'4': A340 |
|
'5': A380 |
|
'6': ATR-42 |
|
'7': ATR-72 |
|
'8': An-12 |
|
'9': BAE 146 |
|
'10': BAE-125 |
|
'11': Beechcraft 1900 |
|
'12': Boeing 707 |
|
'13': Boeing 717 |
|
'14': Boeing 727 |
|
'15': Boeing 737 |
|
'16': Boeing 747 |
|
'17': Boeing 757 |
|
'18': Boeing 767 |
|
'19': Boeing 777 |
|
'20': C-130 |
|
'21': C-47 |
|
'22': CRJ-200 |
|
'23': CRJ-700 |
|
'24': Cessna 172 |
|
'25': Cessna 208 |
|
'26': Cessna Citation |
|
'27': Challenger 600 |
|
'28': DC-10 |
|
'29': DC-3 |
|
'30': DC-6 |
|
'31': DC-8 |
|
'32': DC-9 |
|
'33': DH-82 |
|
'34': DHC-1 |
|
'35': DHC-6 |
|
'36': DR-400 |
|
'37': Dash 8 |
|
'38': Dornier 328 |
|
'39': EMB-120 |
|
'40': Embraer E-Jet |
|
'41': Embraer ERJ 145 |
|
'42': Embraer Legacy 600 |
|
'43': Eurofighter Typhoon |
|
'44': F-16 |
|
'45': F/A-18 |
|
'46': Falcon 2000 |
|
'47': Falcon 900 |
|
'48': Fokker 100 |
|
'49': Fokker 50 |
|
'50': Fokker 70 |
|
'51': Global Express |
|
'52': Gulfstream |
|
'53': Hawk T1 |
|
'54': Il-76 |
|
'55': King Air |
|
'56': L-1011 |
|
'57': MD-11 |
|
'58': MD-80 |
|
'59': MD-90 |
|
'60': Metroliner |
|
'61': PA-28 |
|
'62': SR-20 |
|
'63': Saab 2000 |
|
'64': Saab 340 |
|
'65': Spitfire |
|
'66': Tornado |
|
'67': Tu-134 |
|
'68': Tu-154 |
|
'69': Yak-42 |
|
- name: manufacturer |
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dtype: |
|
class_label: |
|
names: |
|
'0': ATR |
|
'1': Airbus |
|
'2': Antonov |
|
'3': Beechcraft |
|
'4': Boeing |
|
'5': Bombardier Aerospace |
|
'6': British Aerospace |
|
'7': Canadair |
|
'8': Cessna |
|
'9': Cirrus Aircraft |
|
'10': Dassault Aviation |
|
'11': Dornier |
|
'12': Douglas Aircraft Company |
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'13': Embraer |
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'14': Eurofighter |
|
'15': Fairchild |
|
'16': Fokker |
|
'17': Gulfstream Aerospace |
|
'18': Ilyushin |
|
'19': Lockheed Corporation |
|
'20': Lockheed Martin |
|
'21': McDonnell Douglas |
|
'22': Panavia |
|
'23': Piper |
|
'24': Robin |
|
'25': Saab |
|
'26': Supermarine |
|
'27': Tupolev |
|
'28': Yakovlev |
|
'29': de Havilland |
|
- name: variant |
|
dtype: |
|
class_label: |
|
names: |
|
'0': 707-320 |
|
'1': 727-200 |
|
'2': 737-200 |
|
'3': 737-300 |
|
'4': 737-400 |
|
'5': 737-500 |
|
'6': 737-600 |
|
'7': 737-700 |
|
'8': 737-800 |
|
'9': 737-900 |
|
'10': 747-100 |
|
'11': 747-200 |
|
'12': 747-300 |
|
'13': 747-400 |
|
'14': 757-200 |
|
'15': 757-300 |
|
'16': 767-200 |
|
'17': 767-300 |
|
'18': 767-400 |
|
'19': 777-200 |
|
'20': 777-300 |
|
'21': A300B4 |
|
'22': A310 |
|
'23': A318 |
|
'24': A319 |
|
'25': A320 |
|
'26': A321 |
|
'27': A330-200 |
|
'28': A330-300 |
|
'29': A340-200 |
|
'30': A340-300 |
|
'31': A340-500 |
|
'32': A340-600 |
|
'33': A380 |
|
'34': ATR-42 |
|
'35': ATR-72 |
|
'36': An-12 |
|
'37': BAE 146-200 |
|
'38': BAE 146-300 |
|
'39': BAE-125 |
|
'40': Beechcraft 1900 |
|
'41': Boeing 717 |
|
'42': C-130 |
|
'43': C-47 |
|
'44': CRJ-200 |
|
'45': CRJ-700 |
|
'46': CRJ-900 |
|
'47': Cessna 172 |
|
'48': Cessna 208 |
|
'49': Cessna 525 |
|
'50': Cessna 560 |
|
'51': Challenger 600 |
|
'52': DC-10 |
|
'53': DC-3 |
|
'54': DC-6 |
|
'55': DC-8 |
|
'56': DC-9-30 |
|
'57': DH-82 |
|
'58': DHC-1 |
|
'59': DHC-6 |
|
'60': DHC-8-100 |
|
'61': DHC-8-300 |
|
'62': DR-400 |
|
'63': Dornier 328 |
|
'64': E-170 |
|
'65': E-190 |
|
'66': E-195 |
|
'67': EMB-120 |
|
'68': ERJ 135 |
|
'69': ERJ 145 |
|
'70': Embraer Legacy 600 |
|
'71': Eurofighter Typhoon |
|
'72': F-16A/B |
|
'73': F/A-18 |
|
'74': Falcon 2000 |
|
'75': Falcon 900 |
|
'76': Fokker 100 |
|
'77': Fokker 50 |
|
'78': Fokker 70 |
|
'79': Global Express |
|
'80': Gulfstream IV |
|
'81': Gulfstream V |
|
'82': Hawk T1 |
|
'83': Il-76 |
|
'84': L-1011 |
|
'85': MD-11 |
|
'86': MD-80 |
|
'87': MD-87 |
|
'88': MD-90 |
|
'89': Metroliner |
|
'90': Model B200 |
|
'91': PA-28 |
|
'92': SR-20 |
|
'93': Saab 2000 |
|
'94': Saab 340 |
|
'95': Spitfire |
|
'96': Tornado |
|
'97': Tu-134 |
|
'98': Tu-154 |
|
'99': Yak-42 |
|
splits: |
|
- name: train |
|
num_bytes: 879465161.444 |
|
num_examples: 3334 |
|
- name: validation |
|
num_bytes: 866544443.931 |
|
num_examples: 3333 |
|
- name: test |
|
num_bytes: 874244310.534 |
|
num_examples: 3333 |
|
download_size: 2761722129 |
|
dataset_size: 2620253915.909 |
|
configs: |
|
- config_name: default |
|
data_files: |
|
- split: train |
|
path: data/train-* |
|
- split: validation |
|
path: data/validation-* |
|
- split: test |
|
path: data/test-* |
|
--- |
|
## Code snippet to visualise the position of the box |
|
|
|
```python |
|
import matplotlib.image as img |
|
import matplotlib.pyplot as plt |
|
from datasets import load_dataset |
|
from matplotlib.patches import Rectangle |
|
|
|
# Load dataset |
|
ds_name = "HuggingFaceM4/FGVC-Aircraft" |
|
ds = load_dataset(ds_name, use_auth_token=True) |
|
|
|
# Extract information for the sample we want to show |
|
index = 300 |
|
sample = ds["train"][index] |
|
box_coord = sample["bbox"] |
|
xmin = box_coord["xmin"] |
|
ymin = box_coord["ymin"] |
|
xmax = box_coord["xmax"] |
|
ymax = box_coord["ymax"] |
|
img_path = sample["image"].filename |
|
|
|
# Create plot |
|
# define Matplotlib figure and axis |
|
fig, ax = plt.subplots() |
|
|
|
# plot figure |
|
image = img.imread(img_path) |
|
ax.imshow(image) |
|
|
|
# add rectangle to plot |
|
ax.add_patch( |
|
Rectangle((xmin, ymin), xmax-xmin, ymax - ymin, fill=None) |
|
) |
|
|
|
# display plot |
|
plt.show() |
|
``` |
