images
imagewidth (px) 64
64
| ord_labels
class label 20
classes | cl_labels
sequencelengths 3
3
|
|---|---|---|
0tailed frog
| [
16,
16,
2
] |
|
0tailed frog
| [
10,
15,
15
] |
|
0tailed frog
| [
19,
9,
19
] |
|
0tailed frog
| [
9,
9,
9
] |
|
0tailed frog
| [
14,
7,
14
] |
|
0tailed frog
| [
18,
18,
11
] |
|
0tailed frog
| [
13,
15,
7
] |
|
0tailed frog
| [
16,
9,
16
] |
|
0tailed frog
| [
4,
5,
18
] |
|
0tailed frog
| [
13,
19,
13
] |
|
0tailed frog
| [
5,
10,
5
] |
|
0tailed frog
| [
18,
18,
18
] |
|
0tailed frog
| [
2,
15,
4
] |
|
0tailed frog
| [
7,
7,
7
] |
|
0tailed frog
| [
19,
19,
4
] |
|
0tailed frog
| [
12,
19,
17
] |
|
0tailed frog
| [
19,
14,
14
] |
|
0tailed frog
| [
5,
13,
5
] |
|
0tailed frog
| [
12,
3,
3
] |
|
0tailed frog
| [
13,
5,
19
] |
|
0tailed frog
| [
5,
9,
10
] |
|
0tailed frog
| [
6,
19,
17
] |
|
0tailed frog
| [
18,
18,
18
] |
|
0tailed frog
| [
17,
11,
0
] |
|
0tailed frog
| [
1,
8,
8
] |
|
0tailed frog
| [
9,
11,
9
] |
|
0tailed frog
| [
13,
4,
13
] |
|
0tailed frog
| [
4,
15,
18
] |
|
0tailed frog
| [
6,
6,
12
] |
|
0tailed frog
| [
13,
7,
13
] |
|
0tailed frog
| [
16,
16,
18
] |
|
0tailed frog
| [
13,
12,
15
] |
|
0tailed frog
| [
17,
3,
0
] |
|
0tailed frog
| [
17,
17,
17
] |
|
0tailed frog
| [
2,
18,
18
] |
|
0tailed frog
| [
19,
16,
6
] |
|
0tailed frog
| [
5,
13,
1
] |
|
0tailed frog
| [
15,
19,
11
] |
|
0tailed frog
| [
19,
19,
18
] |
|
0tailed frog
| [
5,
5,
3
] |
|
0tailed frog
| [
2,
2,
18
] |
|
0tailed frog
| [
16,
16,
12
] |
|
0tailed frog
| [
14,
14,
16
] |
|
0tailed frog
| [
3,
16,
12
] |
|
0tailed frog
| [
13,
14,
13
] |
|
0tailed frog
| [
14,
12,
12
] |
|
0tailed frog
| [
19,
19,
18
] |
|
0tailed frog
| [
16,
8,
16
] |
|
0tailed frog
| [
7,
7,
0
] |
|
0tailed frog
| [
15,
6,
4
] |
|
0tailed frog
| [
5,
1,
1
] |
|
0tailed frog
| [
10,
5,
10
] |
|
0tailed frog
| [
11,
8,
8
] |
|
0tailed frog
| [
1,
1,
4
] |
|
0tailed frog
| [
7,
14,
14
] |
|
0tailed frog
| [
14,
5,
14
] |
|
0tailed frog
| [
4,
15,
4
] |
|
0tailed frog
| [
7,
6,
7
] |
|
0tailed frog
| [
10,
10,
10
] |
|
0tailed frog
| [
5,
18,
5
] |
|
0tailed frog
| [
9,
14,
9
] |
|
0tailed frog
| [
14,
6,
4
] |
|
0tailed frog
| [
4,
1,
0
] |
|
0tailed frog
| [
5,
13,
5
] |
|
0tailed frog
| [
0,
2,
13
] |
|
0tailed frog
| [
19,
7,
7
] |
|
0tailed frog
| [
7,
13,
3
] |
|
0tailed frog
| [
17,
17,
14
] |
|
0tailed frog
| [
11,
11,
15
] |
|
0tailed frog
| [
3,
6,
16
] |
|
0tailed frog
| [
2,
2,
4
] |
|
0tailed frog
| [
7,
7,
0
] |
|
0tailed frog
| [
4,
14,
7
] |
|
0tailed frog
| [
10,
2,
8
] |
|
0tailed frog
| [
15,
5,
5
] |
|
0tailed frog
| [
12,
7,
12
] |
|
0tailed frog
| [
7,
18,
2
] |
|
0tailed frog
| [
15,
7,
7
] |
|
0tailed frog
| [
8,
18,
19
] |
|
0tailed frog
| [
17,
17,
17
] |
|
0tailed frog
| [
14,
9,
14
] |
|
0tailed frog
| [
1,
13,
1
] |
|
0tailed frog
| [
3,
3,
3
] |
|
0tailed frog
| [
12,
12,
9
] |
|
0tailed frog
| [
19,
14,
0
] |
|
0tailed frog
| [
0,
9,
4
] |
|
0tailed frog
| [
15,
18,
15
] |
|
0tailed frog
| [
15,
12,
15
] |
|
0tailed frog
| [
17,
5,
11
] |
|
0tailed frog
| [
4,
4,
18
] |
|
0tailed frog
| [
8,
14,
14
] |
|
0tailed frog
| [
5,
2,
2
] |
|
0tailed frog
| [
8,
18,
18
] |
|
0tailed frog
| [
6,
6,
19
] |
|
0tailed frog
| [
17,
17,
17
] |
|
0tailed frog
| [
12,
9,
9
] |
|
0tailed frog
| [
7,
16,
16
] |
|
0tailed frog
| [
1,
1,
16
] |
|
0tailed frog
| [
11,
2,
5
] |
|
0tailed frog
| [
2,
0,
11
] |
Dataset Card for CLMicroImageNet20
This Complementary labeled MicroImageNet20 dataset contains 3 human-annotated complementary labels for all 10000 images in the training split of TinyImageNet200. The workers are from Amazon Mechanical Turk. We randomly sampled 4 different labels for 3 different annotators, so each image would have 3 (probably repeated) complementary labels.
For more details, please visit our github or paper.
Dataset Structure
Data Instances
A sample from the training set is provided below:
{
'images': <PIL.PngImagePlugin.PngImageFile image mode=RGB size=64x64 at 0x732A1826DE70>,
'ord_labels': 0,
'cl_labels': [16, 16, 2]
}
Data Fields
images: APIL.Image.Imageobject containing the 64x64 image.ord_labels: The ordinary labels of the images, and they are labeled from 0 to 19 as follows:0: tailed frog 1: scorpion 2: snail 3: american lobster 4: tabby 5: persian cat 6: gazelle 7: chimpanzee 8: bannister 9: barrel 10: christmas stocking 11: gasmask 12: hourglass 13: iPod 14: scoreboard 15: snorkel 16: suspension bridge 17: torch 18: tractor 19: triumphal arch
cl_labels: Three complementary labels for each image from three different workers.
Annotation Task Design and Deployment on Amazon MTurk
To collect human-annotated labels, we used Amazon Mechanical Turk (MTurk) to deploy our annotation task. The layout and interface design for the MTurk task can be found in the file design-layout-mturk.html.
In each task, a single image was enlarged to 200 x 200 for clarity and presented alongside the question: Choose any one "incorrect" label for this image? Annotators were given four example labels to choose from (e.g., dog, cat, ship, bird), and were instructed to select the one that does not correctly describe the image.
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