suranaree university

thesis

Object Detection

thesis Image Dataset

v2

2024-01-11 1:50pm

Generated on Jan 11, 2024

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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 87%
1329Images
Valid Set 8%
127Images
Test Set 4%
63Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Brightness: Between -55% and +55%
Blur: Up to 1px
Noise: Up to 5% of pixels
crazyflie
592 images
Padi-Silo
816 images
game-piece-robot-camera-19-negative-example-random-img-negative-examples
5126 images