Xuwen Qiu

Conductor Inspection

Object Detection

Conductor Inspection Image Dataset

v4

Conductor V3

Generated on Feb 24, 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%
117Images
Valid Set 8%
11Images
Test Set 4%
6Images

Preprocessing

Auto-Orient: Applied
Static Crop: 10-90% Horizontal Region, 10-90% Vertical Region
Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Rotation: Between -10° and +10°
Bounding Box: Rotation: Between -5° and +5°
I-labeled-all-of-the-___-in-these-images.-
3430 images
anomalies
3484 images