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name: mapillary
scenes:
- chicago
- new_york
- los_angeles
- san_francisco
split: /path/to/split/file
data_dir: /path/to/mia/dataset
loading:
train:
batch_size: 128
num_workers: 30
val:
batch_size: 128
num_workers: 30
test:
batch_size: 1
num_workers: 0
testsmall:
batch_size: 1
num_workers: 0
num_classes: 6
pixel_per_meter: 2
crop_size_meters: 64
resize_image: 512
pad_to_square: true
rectify_pitch: true
gravity_align: true
augmentations:
enabled: True
brightness: 0.5
contrast: 0.5
saturation: 0.5
random_flip: 0.5
hue: 0.5
random_resized_crop: False
gaussian_noise:
enabled: False
mean: 0.0
std: 0.1
brightness_contrast:
enabled: True
brightness_factor: 0.2
contrast_factor: 0.2 |