Jeonbuk National University

swb

Object Detection

swb Image Dataset

v1

2023-08-09 7:33pm

Generated on Aug 9, 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%
7203Images
Valid Set 8%
683Images
Test Set 4%
343Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Shear: ±25° Horizontal, ±13° Vertical
Saturation: Between -71% and +71%
Exposure: Between -26% and +26%
Blur: Up to 2px
Noise: Up to 20% of pixels
Cutout: 14 boxes with 13% size each
asdasdasd-trafficlights-chasun2
3427 images
trafficlights-chasun2
634 images
traffic-lightsssssssssssssssss-asdasdasd-trafficlights-chasun2
5858 images