ECE4078 Int Robotics

Labelling Fruits

Object Detection

Labelling Fruits Image Dataset

v2

2023-09-05 2:08pm

Generated on Sep 5, 2023

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 95%
1323Images
Valid Set 3%
43Images
Test Set 2%
29Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 320x320

Augmentations

Outputs per training example: 3
Flip: Horizontal
Crop: 0% Minimum Zoom, 35% Maximum Zoom
Rotation: Between -15° and +15°
Shear: ±15° Horizontal, ±15° Vertical
Brightness: Between -34% and +34%
Exposure: Between -8% and +8%
Orange, Tomato, Potato, Lemon, Lime, Pumpkin, Capsicum, Garlic
4435 images