Update testdata.py
Browse files- testdata.py +21 -46
testdata.py
CHANGED
@@ -22,7 +22,10 @@ from typing import List
|
|
22 |
import re
|
23 |
from collections import defaultdict
|
24 |
import datasets
|
25 |
-
|
|
|
|
|
|
|
26 |
|
27 |
|
28 |
_HOMEPAGE = "http://shuoyang1213.me/WIDERFACE/"
|
@@ -57,29 +60,11 @@ _URLS = {
|
|
57 |
}
|
58 |
|
59 |
IMG_EXT = ['png', 'jpeg', 'jpg']
|
60 |
-
_SUBREDDITS = ["zurich"]
|
61 |
-
|
62 |
-
class TestDataConfig(datasets.BuilderConfig):
|
63 |
-
"""BuilderConfig for TestData."""
|
64 |
|
65 |
-
def __init__(self, name, **kwargs):
|
66 |
-
"""BuilderConfig for TestData.
|
67 |
-
Args:
|
68 |
-
**kwargs: keyword arguments forwarded to super.
|
69 |
-
"""
|
70 |
-
super(TestDataConfig, self).__init__(version=datasets.Version("1.0.0", ""), name=name, **kwargs)
|
71 |
|
72 |
class TestData(datasets.GeneratorBasedBuilder):
|
73 |
"""WIDER FACE dataset."""
|
74 |
-
|
75 |
-
BUILDER_CONFIGS = [
|
76 |
-
TestDataConfig("fisheye"),
|
77 |
-
]
|
78 |
-
|
79 |
-
BUILDER_CONFIGS += [TestDataConfig(subreddit) for subreddit in _SUBREDDITS]
|
80 |
-
|
81 |
-
DEFAULT_CONFIG_NAME = "fisheye"
|
82 |
-
|
83 |
VERSION = datasets.Version("1.0.0")
|
84 |
|
85 |
def _info(self):
|
@@ -88,15 +73,8 @@ class TestData(datasets.GeneratorBasedBuilder):
|
|
88 |
features=datasets.Features(
|
89 |
{
|
90 |
"image": datasets.Image(),
|
91 |
-
"
|
92 |
-
|
93 |
-
"faces": datasets.Sequence(datasets.Sequence(datasets.Value("float32"), length=4)),
|
94 |
-
"plates": datasets.Sequence(datasets.Sequence(datasets.Value("float32"), length=4)),
|
95 |
-
}
|
96 |
-
),
|
97 |
-
#"faces": datasets.Sequence(datasets.Sequence(datasets.Value("float32"), length=4)),
|
98 |
-
# "plates": datasets.Sequence(datasets.Sequence(datasets.Value("float32"), length=4)),
|
99 |
-
# "size": datasets.Sequence(datasets.Sequence(datasets.Value("float32"), length=2)),
|
100 |
|
101 |
}
|
102 |
),
|
@@ -112,32 +90,35 @@ class TestData(datasets.GeneratorBasedBuilder):
|
|
112 |
datasets.SplitGenerator(
|
113 |
name=datasets.Split.TEST,
|
114 |
gen_kwargs={
|
115 |
-
"
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
116 |
"data_dir": data_dir["test"],
|
117 |
"annot_dir": data_dir["annot"],
|
118 |
},
|
119 |
),
|
120 |
]
|
121 |
|
122 |
-
def _generate_examples(self,
|
123 |
-
|
124 |
-
|
125 |
-
annotation_dir = os.path.join(annot_dir, name)
|
126 |
files = []
|
127 |
|
128 |
idx = 0
|
129 |
for i_file in glob(os.path.join(image_dir, "*.png")):
|
130 |
plates = []
|
131 |
faces = []
|
132 |
-
objects = []
|
133 |
|
134 |
img_relative_file = os.path.relpath(i_file, image_dir)
|
135 |
gt_relative_path = img_relative_file.replace(".png", ".txt")
|
136 |
|
137 |
gt_path = os.path.join(annotation_dir, gt_relative_path)
|
138 |
-
# img = Image.open( i_file )
|
139 |
-
# img_h, img_w = img.size
|
140 |
-
# sizes.append([img_h, img_w])
|
141 |
|
142 |
annotation = defaultdict(list)
|
143 |
with open(gt_path, "r", encoding="utf-8") as f:
|
@@ -147,7 +128,6 @@ class TestData(datasets.GeneratorBasedBuilder):
|
|
147 |
cls, cx, cy, w, h = line.split()[:5]
|
148 |
cls, cx, cy, w, h = int(cls), float(cx), float(cy), float(w), float(h)
|
149 |
x1, y1, x2, y2 = cx - w / 2, cy - h / 2, cx + w / 2, cy + h / 2
|
150 |
-
# x1, y1, x2, y2 = round(x1 * img_w), round(y1 * img_h), round(x2 * img_w), round(y2 * img_h)
|
151 |
annotation[cls].append([x1, y1, x2, y2])
|
152 |
line = f.readline().strip()
|
153 |
|
@@ -157,13 +137,8 @@ class TestData(datasets.GeneratorBasedBuilder):
|
|
157 |
faces.append([x1, y1, x2, y2])
|
158 |
else:
|
159 |
plates.append([x1, y1, x2, y2])
|
160 |
-
|
161 |
-
|
162 |
-
"faces": faces,
|
163 |
-
"plates": plates
|
164 |
-
}
|
165 |
-
)
|
166 |
-
yield idx, {"image": i_file, "objects": objects}
|
167 |
|
168 |
idx += 1
|
169 |
|
|
|
22 |
import re
|
23 |
from collections import defaultdict
|
24 |
import datasets
|
25 |
+
|
26 |
+
datasets.logging.set_verbosity_info()
|
27 |
+
|
28 |
+
|
29 |
|
30 |
|
31 |
_HOMEPAGE = "http://shuoyang1213.me/WIDERFACE/"
|
|
|
60 |
}
|
61 |
|
62 |
IMG_EXT = ['png', 'jpeg', 'jpg']
|
|
|
|
|
|
|
|
|
63 |
|
|
|
|
|
|
|
|
|
|
|
|
|
64 |
|
65 |
class TestData(datasets.GeneratorBasedBuilder):
|
66 |
"""WIDER FACE dataset."""
|
67 |
+
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
68 |
VERSION = datasets.Version("1.0.0")
|
69 |
|
70 |
def _info(self):
|
|
|
73 |
features=datasets.Features(
|
74 |
{
|
75 |
"image": datasets.Image(),
|
76 |
+
"faces": datasets.Sequence(datasets.Sequence(datasets.Value("float32"), length=4)),
|
77 |
+
"plates": datasets.Sequence(datasets.Sequence(datasets.Value("float32"), length=4)),
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
78 |
|
79 |
}
|
80 |
),
|
|
|
90 |
datasets.SplitGenerator(
|
91 |
name=datasets.Split.TEST,
|
92 |
gen_kwargs={
|
93 |
+
"split": "fisheye",
|
94 |
+
"data_dir": data_dir["test"],
|
95 |
+
"annot_dir": data_dir["annot"],
|
96 |
+
},
|
97 |
+
),
|
98 |
+
datasets.SplitGenerator(
|
99 |
+
name=datasets.Split.TRAIN,
|
100 |
+
gen_kwargs={
|
101 |
+
"split": "normal",
|
102 |
"data_dir": data_dir["test"],
|
103 |
"annot_dir": data_dir["annot"],
|
104 |
},
|
105 |
),
|
106 |
]
|
107 |
|
108 |
+
def _generate_examples(self, split, data_dir, annot_dir):
|
109 |
+
image_dir = os.path.join(data_dir, "fisheye")
|
110 |
+
annotation_dir = os.path.join(annot_dir, "fisheye")
|
|
|
111 |
files = []
|
112 |
|
113 |
idx = 0
|
114 |
for i_file in glob(os.path.join(image_dir, "*.png")):
|
115 |
plates = []
|
116 |
faces = []
|
|
|
117 |
|
118 |
img_relative_file = os.path.relpath(i_file, image_dir)
|
119 |
gt_relative_path = img_relative_file.replace(".png", ".txt")
|
120 |
|
121 |
gt_path = os.path.join(annotation_dir, gt_relative_path)
|
|
|
|
|
|
|
122 |
|
123 |
annotation = defaultdict(list)
|
124 |
with open(gt_path, "r", encoding="utf-8") as f:
|
|
|
128 |
cls, cx, cy, w, h = line.split()[:5]
|
129 |
cls, cx, cy, w, h = int(cls), float(cx), float(cy), float(w), float(h)
|
130 |
x1, y1, x2, y2 = cx - w / 2, cy - h / 2, cx + w / 2, cy + h / 2
|
|
|
131 |
annotation[cls].append([x1, y1, x2, y2])
|
132 |
line = f.readline().strip()
|
133 |
|
|
|
137 |
faces.append([x1, y1, x2, y2])
|
138 |
else:
|
139 |
plates.append([x1, y1, x2, y2])
|
140 |
+
|
141 |
+
yield idx, {"image": i_file, "faces": faces, "plates": plates}
|
|
|
|
|
|
|
|
|
|
|
142 |
|
143 |
idx += 1
|
144 |
|