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README.md 1.1 KB

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Yoga-Pose-Classification

In this project, we will be finetuning Resnet34 model for Yoga Pose classification using DagsHub streaming.

DagsHub-streaming

Data

The dataset is divided 5 sub folders in each directory corresponding to the 5 classes of yoga poses. The images are extracted from bing using their API functionality and then they are manually cleaned, resized and compressed.

./Data
   ├─Downdog
   ├─Goddess
   ├─Plank
   ├─Tree
   └─Warrior2

Comparison

Streaming(s) No-streaming(s)
Dataloader 6.54 73.84
Training 74 72
Total 80.54 145.84
  • Script:python src/train.py
  • DVC: dvc repro
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