DeepLearningToDetectVP

Senior-Project

Object Detection

Senior-Project Image Dataset

v1

2023-11-28 2:05pm

Generated on Nov 28, 2023

Popular Download Formats

Pascal VOC XML
Common XML annotation format for local data munging (pioneered by ImageNet).
PaliGemma
PaliGemma JSONL format used for fine-tuning PaliGemma, Google's open multimodal vision model.
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
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Dataset Split

Train Set 82%
43680Images
Valid Set 12%
6252Images
Test Set 6%
3196Images

Preprocessing

Auto-Orient: Applied
Resize: Fit within 640x640
Tile: 2 rows x 2 columns

Augmentations

Outputs per training example: 2
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Shear: ±15° Horizontal, ±15° Vertical
Blur: Up to 2.5px
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise, Upside Down
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-pollution
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
SP2
Visual-pollution
7814 images