示例#1
0
 def __init__(self, name):
     assert dataset_catalog.contains(name), \
         'Unknown dataset name: {}'.format(name)
     assert os.path.exists(dataset_catalog.get_im_dir(name)), \
         'Im dir \'{}\' not found'.format(dataset_catalog.get_im_dir(name))
     assert os.path.exists(dataset_catalog.get_ann_fn(name)), \
         'Ann fn \'{}\' not found'.format(dataset_catalog.get_ann_fn(name))
     logger.debug('Creating: {}'.format(name))
     self.name = name
     self.image_directory = dataset_catalog.get_im_dir(name)
     self.image_prefix = dataset_catalog.get_im_prefix(name)
     self.COCO = COCO(dataset_catalog.get_ann_fn(name))
     self.debug_timer = Timer()
     # Set up dataset classes
     category_ids = self.COCO.getCatIds()
     categories = [c['name'] for c in self.COCO.loadCats(category_ids)]
     self.category_to_id_map = dict(zip(categories, category_ids))
     self.classes = ['__background__'] + categories
     self.num_classes = len(self.classes)
     self.json_category_id_to_contiguous_id = {
         v: i + 1
         for i, v in enumerate(self.COCO.getCatIds())
     }
     self.contiguous_category_id_to_json_id = {
         v: k
         for k, v in self.json_category_id_to_contiguous_id.items()
     }
     self._init_keypoints()
示例#2
0
 def __init__(self, name):
     assert dataset_catalog.contains(name), \
         'Unknown dataset name: {}'.format(name)
     assert os.path.exists(dataset_catalog.get_im_dir(name)), \
         'Im dir \'{}\' not found'.format(dataset_catalog.get_im_dir(name))
     assert os.path.exists(dataset_catalog.get_ann_fn(name)), \
         'Ann fn \'{}\' not found'.format(dataset_catalog.get_ann_fn(name))
     logger.debug('Creating: {}'.format(name))
     self.name = name
     self.image_directory = dataset_catalog.get_im_dir(name)
     self.image_prefix = dataset_catalog.get_im_prefix(name)
     self.COCO = COCO(dataset_catalog.get_ann_fn(name))
     self.debug_timer = Timer()
     # Set up dataset classes
     category_ids = self.COCO.getCatIds()
     categories = [c['name'] for c in self.COCO.loadCats(category_ids)]
     self.category_to_id_map = dict(zip(categories, category_ids))
     self.classes = ['__background__'] + categories
     self.num_classes = len(self.classes)
     self.json_category_id_to_contiguous_id = {
         v: i + 1
         for i, v in enumerate(self.COCO.getCatIds())
     }
     self.contiguous_category_id_to_json_id = {
         v: k
         for k, v in self.json_category_id_to_contiguous_id.items()
     }
     self._init_keypoints()