project testing

EQ House

Object Detection

EQ House Image Dataset

v1

2023-09-10 7:59pm

Generated on Sep 10, 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 91%
11590Images
Valid Set 5%
617Images
Test Set 4%
567Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Modify Classes: 16 remapped, 3 dropped

Augmentations

Outputs per training example: 3
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: Crop: 0% Minimum Zoom, 20% Maximum Zoom
Bounding Box: Exposure: Between -25% and +25%
Bounding Box: Blur: Up to 2.5px
Bounding Box: Noise: Up to 5% of pixels
TIP
Hazards
8475 images
glass-window-fridge-fans-lights
6311 images
EQ-House-Objects
4879 images
EQ-House-Obj
5000 images