proj1

object detection

Object Detection

object detection Image Dataset

v2

2023-03-17 1:27am

Generated on Mar 16, 2023

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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
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Dataset Split

Train Set 75%
192Images
Valid Set 11%
28Images
Test Set 14%
36Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Tile: 2 rows x 2 columns

Augmentations

Outputs per training example: 3
90° Rotate: Clockwise, Counter-Clockwise
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -15° and +15°
Shear: ±15° Horizontal, ±15° Vertical
Exposure: Between -25% and +25%
Bounding Box: Rotation: Between -15° and +15°
Bounding Box: Noise: Up to 5% of pixels
I-labeled-all-of-the-___-in-these-images.
285 images
I-labeled-all-of-the-___-in-these-images.
284 images