Machine Learning and AI

ASSIGNMENT TWO

Object Detection

ASSIGNMENT TWO Image Dataset

v22

jah3

Generated on Jun 7, 2022

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.
Other Formats
Choose another format.

Dataset Split

Train Set 92%
2702Images
Valid Set 5%
144Images
Test Set 4%
107Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Brightness: Between -50% and +50%
Post-trunks-Human-tractor
844 images
Post-trunks-Human-tractor
844 images
Trunks-Posts-People-Tractors
1074 images
EIT
vineyard-objects
346 images