apu

sprite

Object Detection

sprite Image Dataset

v2

2022-07-31 3:57pm

Generated on Jul 31, 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 87%
168Images
Valid Set 9%
18Images
Test Set 4%
7Images

Preprocessing

Auto-Orient: Applied
Isolate Objects: Applied
Static Crop: 14-85% Horizontal Region, 12-82% Vertical Region
Resize: Stretch to 416x416
Auto-Adjust Contrast: Using Adaptive Equalization
Grayscale: Applied

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Grayscale: Apply to 59% of images
Hue: Between -82° and +82°
Cutout: 1 boxes with 31% size each

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