Snehaa Rajkumar

MDP_ImageRec

Object Detection

MDP_ImageRec Image Dataset

v6

2022-02-18 12:22am

Generated on Feb 17, 2022

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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.
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
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Dataset Split

Train Set 88%
3465Images
Valid Set 8%
330Images
Test Set 4%
164Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416
Modify Classes: 15 remapped, 1 dropped

Augmentations

Outputs per training example: 3
Shear: ±15° Horizontal, ±15° Vertical
Exposure: Between -10% and +10%
Cards
1084 images
Cards
69 images
obstacles
4423 images
MDP
Obstacles-
1022 images
MDP
mdp
letters-numbers-symbols
562 images