BMCS2133 IP Assignment

sheep_clone

Object Detection

sheep_clone Image Dataset

v4

grey-hist-25-null

Generated on May 6, 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
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
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Dataset Split

Train Set 70%
2888Images
Valid Set 20%
823Images
Test Set 10%
413Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Histogram Equalization
Grayscale: Applied
Filter Null: Require at least 75% of images to contain annotations.

Augmentations

No augmentations were applied.