Dataset Analytics
Generated on June 13, 2024 at 8:22 pm.
Number of Images
717
Number of Annotations
5,570
Average Image Size
0.92 mp
Median Image Ratio
1080x720
wide
Class Balance
Overview of the number of annotations for each class in your dataset.
Classes
all
train
valid
test
1,148
600
582
574
491
424
402
296
202
166
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Under Represented
157
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Under Represented
127
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Under Represented
122
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Under Represented
58
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Under Represented
54
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
45
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
35
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
28
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
16
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Under Represented
15
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Under Represented
7
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Under Represented
7
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
1
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Under Represented
808
464
386
385
338
322
292
231
153
145
127
93
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Under Represented
74
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
43
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
39
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
31
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
29
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
18
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
16
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
13
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
6
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
7
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
1
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
166
44
106
79
74
41
69
25
21
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Under Represented
12
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
13
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
22
18
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
10
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
13
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
4
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
3
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
0
This class is missing from the split. Add more images with this class to balance the
dataset.
Missing
1
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Under Represented
1
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
0
This class is missing from the split. Add more images with this class to balance the
dataset.
Missing
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
This class is missing from the split. Add more images with this class to balance the
dataset.
Missing
0
This class is missing from the split. Add more images with this class to balance the
dataset.
Missing
174
92
110
79
61
41
40
28
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Under Represented
17
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
12
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
30
5
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
2
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
2
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
7
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
0
This class is missing from the split. Add more images with this class to balance the
dataset.
Missing
1
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
0
This class is missing from the split. Add more images with this class to balance the
dataset.
Missing
0
This class is missing from the split. Add more images with this class to balance the
dataset.
Missing
This class is missing from the split. Add more images with this class to balance the
dataset.
Missing
This class is missing from the split. Add more images with this class to balance the
dataset.
Missing
0
This class is missing from the split. Add more images with this class to balance the
dataset.
Missing
Dimension Insights
Overview of the sizes and aspect ratios of the images in your dataset.
Size Distribution
Sizes are based on the number of pixels in your images.
The purple box indicates the median width by median height image (1080x720).
Aspect Ratio Distribution
The aspect ratio of your images compares the width vs. the height of your images.
tall
121
square
45
wide
546
very wide
4
> 1.5:1
extremely wide
1
> 2.5:1
Annotation Heatmap
Overview of where your annotations are located in the images in your dataset.
all
Excavator (166)
dump truck (157)
wheel loader (127)
NO-Safety Vest (582)
NO-Hardhat (402)
Person (1,148)
Mask (202)
Hardhat (574)
truck (35)
vehicle (122)
Gloves (296)
NO-Mask (491)
Safety Vest (424)
sedan (54)
van (28)
Ladder (58)
Safety Cone (600)
fire hydrant (6)
mini-van (7)
SUV (16)
machinery (45)
trailer (15)
semi (7)
truck and trailer (7)
bus (1)
Histogram of Object Count by Image
Overview of how many classes are annotated in each image in your dataset.
all
Excavator
dump truck
wheel loader
NO-Safety Vest
NO-Hardhat
Person
Mask
Hardhat
truck
vehicle
Gloves
NO-Mask
Safety Vest
sedan
van
Ladder
Safety Cone
fire hydrant
mini-van
SUV
machinery
trailer
semi
truck and trailer
bus
-
0
-
1
-
2-12
-
13-23
-
24-34
-
35-45
-
46-56
-
57-67
-
68-78
-
79-89
-
90-100
-
101-111
491 imgs
245.5