kmmiew

AUTOv2

Object Detection

AUTOv2 Image Dataset

v14

TestTest

Generated on Jun 25, 2024

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 87%
3300Images
Valid Set 8%
320Images
Test Set 4%
156Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Adaptive Equalization
Tile: 2 rows x 2 columns

Augmentations

Outputs per training example: 3
Brightness: Between -24% and +24%
Exposure: Between -12% and +12%
Blur: Up to 1.5px
Blue_Ball-Red_Ball-PP_Ball-SiloB
399 images
aaa
E-adfd-1B-w5j7
2600 images
empty-GleZ
110 images
redball
232 images
ballred-BallSiloDetection-lh7q
3419 images