Dex Mac Dataset

v7

2022-10-10 8:13pm

Generated on Oct 10, 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.
Other Formats
Choose another format.

Dataset Split

Train Set 96%
2750Images
Valid Set 3%
76Images
Test Set 2%
44Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 832x832
Tile: 2 rows x 2 columns
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 10
Flip: Horizontal
Rotation: Between -15° and +15°
Hue: Between -25° and +25°
Saturation: Between -25% and +25%
Brightness: Between -25% and +25%
Exposure: Between -25% and +25%
Noise: Up to 5% of pixels
Cutout: 3 boxes with 10% size each
Mosaic: Applied
neo
roads
101 images
roads-with-mud
87 images
roads-with-mud
28 images
roads-with-mud
28 images
roblox-characters
4148 images