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object-detector-with-dota-dataset/3 (latest)
Dataset Analytics
Generated on April 18, 2024 at 9:10 pm.
Number of Images
1,032
Number of Annotations
42,538
Average Image Size
1.05 mp
Median Image Ratio
1024x1024
square
Class Balance
Overview of the number of annotations for each class in your dataset.
Classes
all
train
valid
test
26,095
7,680
5,841
1,565
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Under Represented
1,130
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Under Represented
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Under Represented
72
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Under Represented
42
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Under Represented
24
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Under Represented
8
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Under Represented
18675
4607
3841
1093
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Under Represented
866
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Under Represented
Add more images with this class to improve the model's ability to learn and predict it.
Under Represented
53
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Under Represented
26
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Under Represented
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Under Represented
4
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Under Represented
5363
1715
1464
340
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Under Represented
202
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Under Represented
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Under Represented
14
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Under Represented
16
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Under Represented
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Under Represented
4
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Under Represented
2057
1358
536
132
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Under Represented
62
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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
This class is missing from the split. Add more images with this class to balance the
dataset.
Missing
12
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Under Represented
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 (1024x1024).
Aspect Ratio Distribution
The aspect ratio of your images compares the width vs. the height of your images.
square
933
wide
99
Annotation Heatmap
Overview of where your annotations are located in the images in your dataset.
all
ship (7,680)
harbor (1,565)
small-vehicle (26,095)
roundabout (72)
large-vehicle (5,841)
bridge (8)
armored-vehicle (81)
plane (1,130)
helicopter (24)
storage-tank (42)
Histogram of Object Count by Image
Overview of how many classes are annotated in each image in your dataset.
all
ship
harbor
small-vehicle
roundabout
large-vehicle
bridge
armored-vehicle
plane
helicopter
storage-tank
-
1
-
2-79
-
80-157
-
158-235
-
236-313
-
314-391
-
392-469
-
470-547
-
548-625
-
626-703
-
704-781
753 imgs
376.5