{"description": "\nroad signs - v1 2022-07-27 11:42am\n==============================\n\nThis dataset was exported via roboflow.com on July 27, 2022 at 6:43 PM GMT\n\nRoboflow is an end-to-end computer vision platform that helps you\n* collaborate with your team on computer vision projects\n* collect & organize images\n* understand unstructured image data\n* annotate, and create datasets\n* export, train, and deploy computer vision models\n* use active learning to improve your dataset over time\n\nIt includes 2093 images.\nRoad-signs are annotated in COCO format.\n\nThe following pre-processing was applied to each image:\n* Auto-orientation of pixel data (with EXIF-orientation stripping)\n* Resize to 640x640 (Stretch)\n\nNo image augmentation techniques were applied.\n\n\n", "citation": "@misc{ road-signs-6ih4y,\n    title = { road signs 6ih4y Dataset },\n    type = { Open Source Dataset },\n    author = { Roboflow 100 },\n    howpublished = { \\url{ https://universe.roboflow.com/object-detection/road-signs-6ih4y } },\n    url = { https://universe.roboflow.com/object-detection/road-signs-6ih4y },\n    journal = { Roboflow Universe },\n    publisher = { Roboflow },\n    year = { 2022 },\n    month = { nov },\n    note = { visited on 2023-03-29 },\n}\"", "homepage": "https://universe.roboflow.com/object-detection/road-signs-6ih4y", "license": "CC BY 4.0", "features": {"image_id": {"dtype": "int64", "_type": "Value"}, "image": {"_type": "Image"}, "width": {"dtype": "int32", "_type": "Value"}, "height": {"dtype": "int32", "_type": "Value"}, "objects": {"feature": {"id": {"dtype": "int64", "_type": "Value"}, "area": {"dtype": "int64", "_type": "Value"}, "bbox": {"feature": {"dtype": "float32", "_type": "Value"}, "length": 4, "_type": "Sequence"}, "category": {"names": ["road-signs", "bus_stop", "do_not_enter", "do_not_stop", "do_not_turn_l", "do_not_turn_r", "do_not_u_turn", "enter_left_lane", "green_light", "left_right_lane", "no_parking", "parking", "ped_crossing", "ped_zebra_cross", "railway_crossing", "red_light", "stop", "t_intersection_l", "traffic_light", "u_turn", "warning", "yellow_light"], "_type": "ClassLabel"}}, "_type": "Sequence"}}, "builder_name": "dataset", "config_name": "default", "version": {"version_str": "1.0.0", "major": 1, "minor": 0, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 53546993, "num_examples": 1376, "dataset_name": "dataset"}, "validation": {"name": "validation", "num_bytes": 8476341, "num_examples": 229, "dataset_name": "dataset"}, "test": {"name": "test", "num_bytes": 21078309, "num_examples": 488, "dataset_name": "dataset"}}, "download_checksums": {"https://huggingface.co/datasets/Francesco/road-signs-6ih4y/resolve/main/dataset.tar.gz": {"num_bytes": 81877396, "checksum": null}}, "download_size": 81877396, "dataset_size": 83101643, "size_in_bytes": 164979039}