Yoga-Pose-Classification

Finetuning MobilenetV3 model for Yoga Pose classification using 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.

• Licence: CC0: Public Domain

• Original Link

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

Model

MobileNetV3 gives SOTA results for lightweight models in major computer vision problems. It is faster to train and lightweight. Learn more by reading the official paper: Searching for MobileNetV3

• Keras API Link

Comparison

Methods	no-streaming(s)	streaming(s)
Colab Notebook	146.59	0.0
Python Script	147.62	0.0
DVC Repro	154.62	0.0

• No-streaming
• DagsHub Streaming
• Script:python src/train.py
• DVC: dvc repro