Эльфы

Object Detection

Эльфы Image Dataset

v2

2023-10-09 3:11pm

Generated on Oct 9, 2023

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 89%
285Images
Valid Set 8%
24Images
Test Set 3%
11Images

Preprocessing

Auto-Orient: Applied
Isolate Objects: Applied
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Adaptive Equalization
Filter Null: Require at least 47% of images to contain annotations.

Augmentations

Outputs per training example: 3
Flip: Horizontal
90° Rotate: Clockwise, Counter-Clockwise
Shear: ±8° Horizontal, ±38° Vertical
Hue: Between -54° and +54°
Cutout: 11 boxes with 10% size each
Mosaic: Applied
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise
objects-objects-Dragon-Skeleton
310 images
objects-objects-Dragon-Skeleton-objects
310 images
objects-Dragon-Skeleton
258 images
DnD
Elf-Dvorf-Goblin-Tbakbyu
240 images