Human Crowd 10k

Human 1

Object Detection

Human 1 Image Dataset

v2

2021-11-25 11:25am

Generated on Nov 25, 2021

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.
Other Formats
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Dataset Split

Train Set 87%
12705Images
Valid Set 10%
1525Images
Test Set 2%
305Images

Preprocessing

Auto-Orient: Applied
Resize: Fit (black edges) in 448x448
Grayscale: Applied
Modify Classes: 0 remapped, 1 dropped
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 3
Flip: Horizontal
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Brightness: Between -25% and +25%
Exposure: Between -25% and +25%
Blur: Up to 2px
Bounding Box: Flip: Horizontal
Bounding Box: Crop: 0% Minimum Zoom, 20% Maximum Zoom
Bounding Box: Brightness: Between -15% and +15%
Bounding Box: Exposure: Between -15% and +15%
Bounding Box: Blur: Up to 0.5px