object detection yolov7

Type-of-airplane

Object Detection

Type-of-airplane Image Dataset

v4

2023-09-11 9:05pm

Generated on Sep 11, 2023

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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.
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Dataset Split

Train Set 88%
1245Images
Valid Set 8%
115Images
Test Set 4%
50Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 8% Maximum Zoom
Rotation: Between -4° and +4°
Shear: ±6° Horizontal, ±9° Vertical
Grayscale: Apply to 99% of images
Hue: Between -112° and +112°
Saturation: Between -57% and +57%
Brightness: Between -11% and +11%
Exposure: Between -11% and +11%
Blur: Up to 1.25px
Noise: Up to 2% of pixels