ES Project

Cubes

Object Detection

Cubes Image Dataset

v2

2024-01-27 7:19pm

Generated on Jan 27, 2024

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 88%
1032Images
Valid Set 8%
98Images
Test Set 4%
49Images

Preprocessing

Auto-Orient: Applied
Resize: Fit within 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Crop: 0% Minimum Zoom, 16% Maximum Zoom
Rotation: Between -45° and +45°
Shear: ±10° Horizontal, ±10° Vertical
Exposure: Between -10% and +10%
Blur: Up to 1px
Noise: Up to 10% of pixels
ob
shapes-color
60 images
geometric-shapes-and-color-5abO
40 images
objects-4tFX
236 images