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final_asl

Object Detection

final_asl Image Dataset

v4

personal

Generated on Apr 12, 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 94%
12738Images
Valid Set 4%
500Images
Test Set 2%
250Images

Preprocessing

Auto-Orient: Applied
Resize: Fit within 416x416
Grayscale: Applied
Modify Classes: 14 remapped, 2 dropped
Filter Null: Require at least 8% of images to contain annotations.

Augmentations

Outputs per training example: 3
Grayscale: Apply to 40% of images
Bounding Box: Noise: Up to 2% of pixels