basu

Thesis

Object Detection

Thesis Image Dataset

v1

2024-01-12 12:49am

Generated on Jan 11, 2024

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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 84%
82Images
Valid Set 11%
11Images
Test Set 5%
5Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
lymphocyte
1682 images
lymphocytes
1152 images
Histopathology
208 images
mgr
leukocyte
1298 images
mgr
leukocytes
1298 images