nyuuzyou commited on
Commit
aa35aae
1 Parent(s): 26ec311

added dataset without augmentation, changed the script

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images.zip → AHv3-AUG/test.zip RENAMED
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AHv3-AUG/train.zip ADDED
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AHv3-AUG/valid.zip ADDED
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AHv3-NA/test.zip ADDED
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AHv3-NA/train.zip ADDED
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AHv3-NA/valid.zip ADDED
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AnimeHeadsv3.py CHANGED
@@ -1,63 +1,51 @@
1
- import os
2
  import json
 
3
  import datasets
4
 
 
 
 
 
 
 
 
 
 
 
 
 
5
 
6
- class AnimeHeadsv3(datasets.GeneratorBasedBuilder):
7
  def _info(self):
8
- return datasets.DatasetInfo(
9
- features=datasets.Features(
10
- {
11
- "image": datasets.Image(),
12
- }
13
- )
14
- )
15
 
16
  def _split_generators(self, dl_manager):
17
- _URLS = {
18
- "images": "images.zip",
19
- "train_data": "annotations_train.json",
20
- "test_data": "annotations_test.json",
21
- "valid_data": "annotations_valid.json"
22
- }
23
- data_files = dl_manager.download_and_extract(_URLS)
24
-
25
- return [
26
- datasets.SplitGenerator(
27
- name=datasets.Split.TRAIN,
28
- gen_kwargs={
29
- "image_paths": dl_manager.iter_files(data_files["images"]),
30
- "annotation_path": data_files["train_data"],
31
- },
32
- ),
33
- datasets.SplitGenerator(
34
- name=datasets.Split.TEST,
35
- gen_kwargs={
36
- "image_paths": dl_manager.iter_files(data_files["images"]),
37
- "annotation_path": data_files["test_data"],
38
- },
39
- ),
40
- datasets.SplitGenerator(
41
- name=datasets.Split.VALIDATION,
42
- gen_kwargs={
43
- "image_paths": dl_manager.iter_files(data_files["images"]),
44
- "annotation_path": data_files["valid_data"],
45
- },
46
- )
47
- ]
48
-
49
- def _generate_examples(self, image_paths, annotation_path):
50
- """Generate examples."""
51
- with open(annotation_path, 'r') as f:
52
- data = json.load(f)
53
-
54
- image_names = set()
55
- for image_data in data['images']:
56
- image_names.add(image_data['file_name'])
57
-
58
- for idx, image_path in enumerate(image_paths):
59
- if os.path.basename(image_path) in image_names:
60
- example = {
61
- "image": image_path,
62
- }
63
- yield idx, example
 
1
+ import collections
2
  import json
3
+ import os
4
  import datasets
5
 
6
+ ANNOTATION_FILENAME = "_annotations.coco.json"
7
+
8
+ class AHv3Config(datasets.BuilderConfig):
9
+ def __init__(self, data_urls, **kwargs):
10
+ super(AHv3Config, self).__init__(**kwargs)
11
+ self.data_urls = data_urls
12
+
13
+ class AHv3(datasets.GeneratorBasedBuilder):
14
+ BUILDER_CONFIGS = [
15
+ AHv3Config(name="With augmentation", data_urls={"train": "AHv3-AUG/train.zip", "validation": "AHv3-AUG/valid.zip", "test": "AHv3-AUG/test.zip"}),
16
+ AHv3Config(name="Without augmentation", data_urls={"train": "AHv3-NA/train.zip", "validation": "AHv3-NA/valid.zip", "test": "AHv3-NA/test.zip"}),
17
+ ]
18
 
 
19
  def _info(self):
20
+ features = datasets.Features({"image_id": datasets.Value("int64"), "image": datasets.Image(), "width": datasets.Value("int32"), "height": datasets.Value("int32"), "objects": datasets.Sequence({"id": datasets.Value("int64"), "area": datasets.Value("int64"), "bbox": datasets.Sequence(datasets.Value("float32"), length=4), "category": datasets.Value("string")})})
21
+ return datasets.DatasetInfo(features=features)
 
 
 
 
 
22
 
23
  def _split_generators(self, dl_manager):
24
+ data_files = dl_manager.download_and_extract(self.config.data_urls)
25
+ return [datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"folder_dir": data_files["train"]}), datasets.SplitGenerator(name=datasets.Split.VALIDATION, gen_kwargs={"folder_dir": data_files["validation"]}), datasets.SplitGenerator(name=datasets.Split.TEST, gen_kwargs={"folder_dir": data_files["test"]})]
26
+
27
+ def _generate_examples(self, folder_dir):
28
+ def process_annot(annot, category_id_to_category):
29
+ return {"id": annot["id"], "area": annot["area"], "bbox": annot["bbox"], "category": category_id_to_category[annot["category_id"]]}
30
+
31
+ image_id_to_image = {}
32
+ idx = 0
33
+
34
+ annotation_filepath = os.path.join(folder_dir, ANNOTATION_FILENAME)
35
+ with open(annotation_filepath, "r") as f:
36
+ annotations = json.load(f)
37
+ category_id_to_category = {category["id"]: category["name"] for category in annotations["categories"]}
38
+ image_id_to_annotations = collections.defaultdict(list)
39
+ for annot in annotations["annotations"]:
40
+ image_id_to_annotations[annot["image_id"]].append(annot)
41
+ filename_to_image = {image["file_name"]: image for image in annotations["images"]}
42
+
43
+ for filename in os.listdir(folder_dir):
44
+ filepath = os.path.join(folder_dir, filename)
45
+ if filename in filename_to_image:
46
+ image = filename_to_image[filename]
47
+ objects = [process_annot(annot, category_id_to_category) for annot in image_id_to_annotations[image["id"]]]
48
+ with open(filepath, "rb") as f:
49
+ image_bytes = f.read()
50
+ yield idx, {"image_id": image["id"], "image": {"path": filepath, "bytes": image_bytes}, "width": image["width"], "height": image["height"], "objects": objects}
51
+ idx += 1
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
README.md CHANGED
@@ -2,18 +2,99 @@
2
  task_categories:
3
  - object-detection
4
  license: wtfpl
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5
  ---
6
- # AnimeHeadsv3 Object Detection Dataset
7
 
8
- The AnimeHeadsv3 Object Detection Dataset is a collection of anime and art images, including manga pages, that have been annotated with object bounding boxes for use in object detection tasks. This dataset was used to train the final version of the [Anime Object Detection Models](https://huggingface.co/nyuuzyou/AnimeHeads).
9
 
 
10
  ## Contents
11
 
 
12
  The dataset contains a total of 8157 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.
13
 
14
- 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".
 
 
 
 
 
 
 
 
 
 
 
 
 
15
 
16
- Augmentation parameters:
17
 
18
  Outputs per training example: 3
19
  Flip: Horizontal
 
2
  task_categories:
3
  - object-detection
4
  license: wtfpl
5
+ dataset_info:
6
+ - config_name: With augmentation
7
+ features:
8
+ - name: image_id
9
+ dtype: int64
10
+ - name: image
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+ dtype: image
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+ - name: width
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+ dtype: int32
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+ - name: height
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+ dtype: int32
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+ - name: objects
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+ sequence:
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+ - name: id
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+ dtype: int64
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+ - name: area
21
+ dtype: int64
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+ - name: bbox
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+ sequence: float32
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+ length: 4
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+ - name: category
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+ dtype: string
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+ splits:
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+ - name: train
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+ num_bytes: 2817954
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+ num_examples: 8037
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+ - name: validation
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+ num_bytes: 37647
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+ num_examples: 100
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+ - name: test
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+ num_bytes: 8425
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+ num_examples: 20
37
+ download_size: 590150250
38
+ dataset_size: 2864026
39
+ - config_name: Without augmentation
40
+ features:
41
+ - name: image_id
42
+ dtype: int64
43
+ - name: image
44
+ dtype: image
45
+ - name: width
46
+ dtype: int32
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+ - name: height
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+ dtype: int32
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+ - name: objects
50
+ sequence:
51
+ - name: id
52
+ dtype: int64
53
+ - name: area
54
+ dtype: int64
55
+ - name: bbox
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+ sequence: float32
57
+ length: 4
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+ - name: category
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+ dtype: string
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+ splits:
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+ - name: train
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+ num_bytes: 932413
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+ num_examples: 2659
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+ - name: validation
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+ num_bytes: 37647
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+ num_examples: 100
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+ - name: test
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+ num_bytes: 7393
69
+ num_examples: 18
70
+ download_size: 512953012
71
+ dataset_size: 977453
72
  ---
 
73
 
74
+ # AnimeHeadsv3 Object Detection Dataset
75
 
76
+ The AnimeHeadsv3 Object Detection Dataset is a collection of anime and art images, including manga pages, that have been annotated with object bounding boxes for use in object detection tasks.
77
  ## Contents
78
 
79
+ There are two versions of the dataset available:
80
  The dataset contains a total of 8157 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.
81
 
82
+ - Dataset with augmentation: Contains 8157 images.
83
+ - Dataset without augmentation: Contains 2777 images.
84
+
85
+ The images were collected from various sources and include a variety of anime and art styles, including manga. 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".
86
+
87
+ ## Preprocessing
88
+
89
+ The dataset with augmentation has the following preprocessing parameters:
90
+
91
+ Resize: Fit within 640x640
92
+
93
+ The dataset without augmentation does not have any preprocessing applied.
94
+
95
+ ## Augmentation Parameters
96
 
97
+ The following augmentation parameters were applied to the dataset with augmentation:
98
 
99
  Outputs per training example: 3
100
  Flip: Horizontal
annotations_test.json DELETED
@@ -1 +0,0 @@
1
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