KMIT

demo1

Object Detection

demo1 Image Dataset

v2

2022-12-15 6:04pm

Generated on Dec 15, 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 95%
501Images
Valid Set 3%
18Images
Test Set 2%
9Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Contrast Stretching
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 3
Flip: Horizontal
Saturation: Between -32% and +32%
Exposure: Between -7% and +7%
Noise: Up to 3% of pixels
cool-drinks
199 images
cool-drinks
134 images
new
cool-drinks
134 images
10
cool-drinks
139 images
object-names
100 images