JOUDSP

Object-detection

Object Detection

Object-detection Image Dataset

v1

2023-11-28 5:27pm

Generated on Nov 28, 2023

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Pascal VOC XML
Common XML annotation format for local data munging (pioneered by ImageNet).
PaliGemma
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Dataset Split

Train Set 82%
44096Images
Valid Set 12%
6300Images
Test Set 6%
3112Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Tile: 2 rows x 2 columns
Modify Classes: 0 remapped, 1 dropped

Augmentations

Outputs per training example: 2
Flip: Horizontal, Vertical
90° Rotate: Upside Down
Rotation: Between -15° and +15°
Shear: ±15° Horizontal, ±15° Vertical
Blur: Up to 2.5px
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise
Bounding Box: Shear: ±15° Horizontal, ±15° Vertical
Bounding Box: Blur: Up to 2.5px
-UNKEPT_FACADE-GRAFFITI-BROKEN_SIGNAGE-CONSTRUCTION_ROAD-CLUTTER_SIDEWALK-POTHOLES-SAND_ON_ROAD-BAD_BILLBOARD-GARBAGE-FADED_SIGNAGE-BAD_STREETLIGHT-
7865 images
visual-distortion 2
9955 images
-UNKEPT_FACADE-GRAFFITI-BROKEN_SIGNAGE-CONSTRUCTION_ROAD-CLUTTER_SIDEWALK-POTHOLES-SAND_ON_ROAD-BAD_BILLBOARD-GARBAGE-FADED_SIGNAGE-BAD_STREETLIGHT-
7813 images