gsoc

Cone Detection

Object Detection

Cone Detection Image Dataset

v7

2022-07-12 2:37pm

Generated on Jul 12, 2022

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 94%
1512Images
Valid Set 6%
90Images
Test Set 1%
15Images

Preprocessing

Resize: Stretch to 224x224
Modify Classes: 0 remapped, 1 dropped

Augmentations

Outputs per training example: 3
Crop: 0% Minimum Zoom, 28% Maximum Zoom
Rotation: Between -13° and +13°
Shear: ±3° Horizontal, ±3° Vertical
Saturation: Between -45% and +45%
Brightness: Between -31% and +31%
Blur: Up to 1px
cone-person-truck
104 images
trafficcone
340 images
cone
139 images
cone2
49 images