nyuuzyou
commited on
Commit
•
515876c
1
Parent(s):
96e6ffd
Changed format to COCO, created loading script
Browse files- AnimeHeadsv3.py +63 -0
- README.md +1 -5
- annotations_test.json +1 -0
- annotations_train.json +0 -0
- annotations_valid.json +1 -0
- data/train.zip +0 -3
- data/valid.zip +0 -3
- data/test.zip → images.zip +2 -2
AnimeHeadsv3.py
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import os
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import json
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import datasets
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class AnimeHeadsv3(datasets.GeneratorBasedBuilder):
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def _info(self):
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return datasets.DatasetInfo(
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features=datasets.Features(
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{
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"image": datasets.Image(),
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}
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)
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)
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def _split_generators(self, dl_manager):
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_URLS = {
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"images": "images.zip",
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"train_data": "annotations_train.json",
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"test_data": "annotations_test.json",
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"valid_data": "annotations_valid.json"
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}
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data_files = dl_manager.download_and_extract(_URLS)
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return [
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datasets.SplitGenerator(
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name=datasets.Split.TRAIN,
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gen_kwargs={
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"image_paths": dl_manager.iter_files(data_files["images"]),
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"annotation_path": data_files["train_data"],
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},
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),
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datasets.SplitGenerator(
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name=datasets.Split.TEST,
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gen_kwargs={
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"image_paths": dl_manager.iter_files(data_files["images"]),
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"annotation_path": data_files["test_data"],
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},
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),
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datasets.SplitGenerator(
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name=datasets.Split.VALIDATION,
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gen_kwargs={
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"image_paths": dl_manager.iter_files(data_files["images"]),
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"annotation_path": data_files["valid_data"],
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},
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)
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]
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def _generate_examples(self, image_paths, annotation_path):
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"""Generate examples."""
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with open(annotation_path, 'r') as f:
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data = json.load(f)
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image_names = set()
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for image_data in data['images']:
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image_names.add(image_data['file_name'])
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for idx, image_path in enumerate(image_paths):
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if os.path.basename(image_path) in image_names:
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example = {
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"image": image_path,
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}
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yield idx, example
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README.md
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@@ -11,8 +11,4 @@ The AnimeHeadsv3 Object Detection Dataset is a collection of anime and art image
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The dataset contains a total of 8037 images, split into training, validation, and testing sets. The images were collected from various sources and include a variety of anime and art styles, including manga.
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The annotations were created using the
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## Usage
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To use this dataset for object detection tasks, you can download the dataset files and annotations and use them to train your own object detection model. The annotation files are provided in the YOLO format, which can be used with popular object detection frameworks such as YOLOv5 and YOLOv8.
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The dataset contains a total of 8037 images, split into training, validation, and testing sets. The images were collected from various sources and include a variety of anime and art styles, including manga.
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The annotations were created using the COCO format, with each annotation file containing the bounding box coordinates and label for each object in the corresponding image. The dataset has only one class named "head".
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annotations_test.json
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{"categories":[{"id":0,"name":"head","supercategory":"none"},{"id":1,"name":"head","supercategory":"head"}],"images":[{"id":0,"license":1,"file_name":"danbooru_6075283_cd5894103594f1df11dc72923fd5777d_jpg.rf.04d26c2565b30e231610ed6f82b2387a.jpg","height":451,"width":640,"date_captured":"2023-04-21T20:09:31+00:00"},{"id":1,"license":1,"file_name":"Chapter-009_jpg.rf.17e5063ba33e3015190b169cd61a1c12.jpg","height":640,"width":208,"date_captured":"2023-04-21T20:09:31+00:00"},{"id":2,"license":1,"file_name":"00050_png.rf.2f0d61c9d8610aed0c4fed1298700782.jpg","height":640,"width":450,"date_captured":"2023-04-21T20:09:31+00:00"},{"id":3,"license":1,"file_name":"00031248_jpg.rf.56bc9d1c4cfe00931dad147e45595007.jpg","height":360,"width":640,"date_captured":"2023-04-21T20:09:31+00:00"},{"id":4,"license":1,"file_name":"00018720_jpg.rf.66c33723d91c46bfa1335945c2cc84b9.jpg","height":360,"width":640,"date_captured":"2023-04-21T20:09:31+00:00"},{"id":5,"license":1,"file_name":"00029520_jpg.rf.b2f48c8805160a087b40015fdc5216eb.jpg","height":360,"width":640,"date_captured":"2023-04-21T20:09:31+00:00"},{"id":6,"license":1,"file_name":"00015408_jpg.rf.85926bfd2c87357d7ae1dcbedb0673dd.jpg","height":360,"width":640,"date_captured":"2023-04-21T20:09:31+00:00"},{"id":7,"license":1,"file_name":"00020448_jpg.rf.9b4d9ab18a39340399a7288b539c1221.jpg","height":360,"width":640,"date_captured":"2023-04-21T20:09:31+00:00"},{"id":8,"license":1,"file_name":"00013968_jpg.rf.a1068f4355b7ff46c22165c5260c38c5.jpg","height":360,"width":640,"date_captured":"2023-04-21T20:09:31+00:00"},{"id":9,"license":1,"file_name":"00013536_jpg.rf.8f30c6b005977309c33bca45d05b8928.jpg","height":360,"width":640,"date_captured":"2023-04-21T20:09:31+00:00"},{"id":10,"license":1,"file_name":"00026208_jpg.rf.e71ce5611da7f8a032a46ad3cd4aa6b8.jpg","height":360,"width":640,"date_captured":"2023-04-21T20:09:31+00:00"},{"id":11,"license":1,"file_name":"00175_png.rf.0a974139f99a559f6c34f41f7906f862.jpg","height":640,"width":450,"date_captured":"2023-04-21T20:09:31+00:00"},{"id":12,"license":1,"file_name":"00109_png.rf.271b02af0e9903aa5427cff37282292d.jpg","height":640,"width":451,"date_captured":"2023-04-21T20:09:31+00:00"},{"id":13,"license":1,"file_name":"Higurashi-When-They-Cry-Dice-Killing-Arc-c001-v00-p004-dig-Yen-Press-LuCaZ-_jpg.rf.8bafbab09f11618a2b65d1f930b13f24.jpg","height":640,"width":426,"date_captured":"2023-04-21T20:09:31+00:00"},{"id":14,"license":1,"file_name":"Akame-ga-KILL-c001-v01-p030-Digital-LuCaZ-_jpg.rf.b93168c97405dd7d92420d0aa076e3ae.jpg","height":640,"width":426,"date_captured":"2023-04-21T20:09:31+00:00"},{"id":15,"license":1,"file_name":"Magical-Girl-Site-c013-v03-p010-Digital-HD-danke-Empire-_png.rf.b5c21b438405ebb5cb9ae5875762c8ff.jpg","height":640,"width":449,"date_captured":"2023-04-21T20:09:31+00:00"},{"id":16,"license":1,"file_name":"030_jpg.rf.2190b7c13e4598139b4a0e23070952f7.jpg","height":640,"width":451,"date_captured":"2023-04-21T20:09:31+00:00"},{"id":17,"license":1,"file_name":"danbooru_6077984_963e13b5cbed0c46039ed721bd3eb75b_jpg.rf.f6332bb840cee068af34076049eb5365.jpg","height":456,"width":640,"date_captured":"2023-04-21T20:09:31+00:00"},{"id":18,"license":1,"file_name":"Akame-ga-KILL-c001-v01-p024-Digital-LuCaZ-_jpg.rf.ffcab858116c53eeb22cc9b53085fa65.jpg","height":640,"width":426,"date_captured":"2023-04-21T20:09:31+00:00"},{"id":19,"license":1,"file_name":"Magical-Girl-Site-c013-v03-p023-Digital-HD-danke-Empire-_png.rf.d74ece7c86de5e48cccfc90ac06a4cee.jpg","height":640,"width":449,"date_captured":"2023-04-21T20:09:31+00:00"}],"annotations":[{"id":0,"image_id":0,"category_id":1,"bbox":[379,50,91,82],"area":7462,"segmentation":[],"iscrowd":0},{"id":1,"image_id":0,"category_id":1,"bbox":[297,97,80,85],"area":6800,"segmentation":[],"iscrowd":0},{"id":2,"image_id":0,"category_id":1,"bbox":[103,71,107,83],"area":8881,"segmentation":[],"iscrowd":0},{"id":3,"image_id":0,"category_id":1,"bbox":[202,56,102,91],"area":9282,"segmentation":[],"iscrowd":0},{"id":4,"image_id":0,"category_id":1,"bbox":[231,164,75,79],"area":5925,"segmentation":[],"iscrowd":0},{"id":5,"image_id":0,"category_id":1,"bbox":[377,128,68,80],"area":5440,"segmentation":[],"iscrowd":0},{"id":6,"image_id":1,"category_id":1,"bbox":[88,30,29,30],"area":870,"segmentation":[],"iscrowd":0},{"id":7,"image_id":1,"category_id":1,"bbox":[86,91,41,41],"area":1681,"segmentation":[],"iscrowd":0},{"id":8,"image_id":1,"category_id":1,"bbox":[75,153,40,46],"area":1840,"segmentation":[],"iscrowd":0},{"id":9,"image_id":1,"category_id":1,"bbox":[121,165,9,10],"area":90,"segmentation":[],"iscrowd":0},{"id":10,"image_id":1,"category_id":1,"bbox":[75,236,14,14],"area":196,"segmentation":[],"iscrowd":0},{"id":11,"image_id":1,"category_id":1,"bbox":[123,219,15,15],"area":225,"segmentation":[],"iscrowd":0},{"id":12,"image_id":1,"category_id":1,"bbox":[57,297,73,66],"area":4818,"segmentation":[],"iscrowd":0},{"id":13,"image_id":1,"category_id":1,"bbox":[141,332,27,26],"area":702,"segmentation":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annotations_train.json
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annotations_valid.json
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