Ambient Intelligience Classroom Lighting Project

Dynamic Classroom Lighting

Object Detection

Dynamic Classroom Lighting Image Dataset

v7

YOLOv8 Version 4 100 Epoch

Generated on Jun 19, 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 70%
939Images
Valid Set 20%
269Images
Test Set 10%
133Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Adaptive Equalization
Modify Classes: 0 remapped, 1 dropped

Augmentations

No augmentations were applied.