############################################################################################################ ## common utils import os import tarfile from tqdm import tqdm ROOT_DIR = os.path.dirname(__file__) DATASET_DIR=os.path.join(ROOT_DIR, "dataset") ANNOTATIONS_DIR=os.path.join(ROOT_DIR, "dataset", "annotations") def get_supported_resolutions(): files = [file.split('_')[0] for file in os.listdir(ROOT_DIR) if file.endswith('.tar.gz') and 'annotations' not in file] return files def extract_tar_file(tar_path, extract_path): with tarfile.open(tar_path, 'r:gz') as tar: members = tar.getmembers() for member in tqdm(members, desc=f"Extracting {os.path.basename(tar_path)}"): tar.extract(member, path=extract_path) def check_and_create_dir(directory): if not os.path.exists(directory): os.makedirs(directory) def get_annotations_list(): annotations_dir = os.path.join(ANNOTATIONS_DIR, "single_frames", "000000", "annotations") annotations_list = [] for file in os.listdir(annotations_dir): if file.endswith(".json"): annotations_list.append(file) return annotations_list def get_annotated_files_list(): annotated_files_dir = os.path.join(ANNOTATIONS_DIR, "single_frames") annotated_files_list = os.listdir(annotated_files_dir) return annotated_files_list ############################################################################################################ ##------------------------------------------------------------------------------------------------------------ ############################################################################################################ ### Yolo Utils import json orig_width = 3840 orig_height = 2160 def extract_tar_file(tar_path, extract_path): with tarfile.open(tar_path, 'r:gz') as tar: members = tar.getmembers() for member in tqdm(members, desc=f"Extracting {os.path.basename(tar_path)}"): tar.extract(member, path=extract_path) def normalize_coordinates(coords, orig_width, orig_height, new_width, new_height): scale_x = new_width / orig_width scale_y = new_height / orig_height return [(x * scale_x / new_width, y * scale_y / new_height) for x, y in coords] def convert_lane_annotations_to_yolo_seg_format(annotation, class_mapping, new_width, new_height, orig_width=3840, orig_height=2160): yolo_annotations = [] for item in annotation: properties = item.get('properties') if not properties: return None obj_class = properties.get('class') if not obj_class: return None if obj_class in class_mapping: class_index = class_mapping[obj_class] geometry = item.get('geometry') if not geometry: return None coords = geometry.get('coordinates') if not coords or not coords[0]: return None normalized_coords = normalize_coordinates(coords[0], orig_width, orig_height, new_width, new_height) yolo_annotation = f"{class_index} " + " ".join([f"{x} {y}" for x, y in normalized_coords]) yolo_annotations.append(yolo_annotation) return yolo_annotations if yolo_annotations else None if __name__ == "__main__": # Example usage annotations = [ {"geometry": {"coordinates": [[[1312.5311279296875, 1204.11669921875], [1313.6014404296875, 1205.66259765625], [1352.015380859375, 1198.48486328125], [1352.5618896484375, 1197.9384765625], [1352.152099609375, 1196.845703125], [1352.015380859375, 1196.7091064453125], [1312.5311279296875, 1204.11669921875]]], "type": "Polygon"}, "properties": {"annotation_uuid": "dbf4ed67-c398-49dc-9652-672b4b6749cf", "class": "lm_dashed", "coloured": False, "MultipleLaneMarkings": "Single"}}, {"geometry": {"coordinates": [[[1199.517578125, 1223.2388916015625], [1201.5904541015625, 1224.14013671875], [1260.1224365234375, 1214.2451171875], [1260.3294677734375, 1213.2098388671875], [1259.8118896484375, 1212.588623046875], [1199.3529052734375, 1222.216552734375], [1199.517578125, 1223.2388916015625]]], "type": "Polygon"}, "properties": {"annotation_uuid": "cc809a66-815f-4b21-967a-5a613dc5b3d6", "class": "lm_dashed", "coloured": False, "MultipleLaneMarkings": "Single"}}, # Add more annotations as needed... ] new_width = 640 new_height = 360 yolo_annotations = convert_lane_annotations_to_yolo_seg_format(annotations, new_width, new_height, orig_width, orig_height) # Write to a text file output_file = "annotations.txt" with open(output_file, "w") as file: for annotation in yolo_annotations: file.write(f"{annotation}\n")