Dex Mac Dataset

v3

2022-10-09 11:35pm

Generated on Oct 9, 2022

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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%
765Images
Valid Set 8%
72Images
Test Set 4%
36Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416
Tile: 2 rows x 2 columns
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 3
Flip: Horizontal
Rotation: Between -15° and +15°
Brightness: Between -25% and +25%
Cutout: 3 boxes with 10% size each
neo
roads
101 images
roads-with-mud
87 images
roads-with-mud
28 images
roads-with-mud
28 images
roblox-characters
4148 images