init commit of samurai
This commit is contained in:
92
lib/train/dataset/base_image_dataset.py
Normal file
92
lib/train/dataset/base_image_dataset.py
Normal file
@@ -0,0 +1,92 @@
|
||||
import torch.utils.data
|
||||
from lib.train.data.image_loader import jpeg4py_loader
|
||||
|
||||
|
||||
class BaseImageDataset(torch.utils.data.Dataset):
|
||||
""" Base class for image datasets """
|
||||
|
||||
def __init__(self, name, root, image_loader=jpeg4py_loader):
|
||||
"""
|
||||
args:
|
||||
root - The root path to the dataset
|
||||
image_loader (jpeg4py_loader) - The function to read the images. jpeg4py (https://github.com/ajkxyz/jpeg4py)
|
||||
is used by default.
|
||||
"""
|
||||
self.name = name
|
||||
self.root = root
|
||||
self.image_loader = image_loader
|
||||
|
||||
self.image_list = [] # Contains the list of sequences.
|
||||
self.class_list = []
|
||||
|
||||
def __len__(self):
|
||||
""" Returns size of the dataset
|
||||
returns:
|
||||
int - number of samples in the dataset
|
||||
"""
|
||||
return self.get_num_images()
|
||||
|
||||
def __getitem__(self, index):
|
||||
""" Not to be used! Check get_frames() instead.
|
||||
"""
|
||||
return None
|
||||
|
||||
def get_name(self):
|
||||
""" Name of the dataset
|
||||
|
||||
returns:
|
||||
string - Name of the dataset
|
||||
"""
|
||||
raise NotImplementedError
|
||||
|
||||
def get_num_images(self):
|
||||
""" Number of sequences in a dataset
|
||||
|
||||
returns:
|
||||
int - number of sequences in the dataset."""
|
||||
return len(self.image_list)
|
||||
|
||||
def has_class_info(self):
|
||||
return False
|
||||
|
||||
def get_class_name(self, image_id):
|
||||
return None
|
||||
|
||||
def get_num_classes(self):
|
||||
return len(self.class_list)
|
||||
|
||||
def get_class_list(self):
|
||||
return self.class_list
|
||||
|
||||
def get_images_in_class(self, class_name):
|
||||
raise NotImplementedError
|
||||
|
||||
def has_segmentation_info(self):
|
||||
return False
|
||||
|
||||
def get_image_info(self, seq_id):
|
||||
""" Returns information about a particular image,
|
||||
|
||||
args:
|
||||
seq_id - index of the image
|
||||
|
||||
returns:
|
||||
Dict
|
||||
"""
|
||||
raise NotImplementedError
|
||||
|
||||
def get_image(self, image_id, anno=None):
|
||||
""" Get a image
|
||||
|
||||
args:
|
||||
image_id - index of image
|
||||
anno(None) - The annotation for the sequence (see get_sequence_info). If None, they will be loaded.
|
||||
|
||||
returns:
|
||||
image -
|
||||
anno -
|
||||
dict - A dict containing meta information about the sequence, e.g. class of the target object.
|
||||
|
||||
"""
|
||||
raise NotImplementedError
|
||||
|
Reference in New Issue
Block a user