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A lightweight network for body/hand action recognition.

DD-Net Pytorch

A pytorch reimplementation of DD-Net, which is a lightweight network for body/hand action recognition.

How to use the code

A subset of preprocessd JHMDB data has been in this repo, which is GT_test_1.pkl,GT_train_1.pkl.

The code is written and tested in Pytorch 1.3.0.

git clone https://github.com/BlurryLight/DD-Net-Pytorch.git
python train.py --batch-size 512 --epochs 600 --lr 0.001 | tee train.log

Performance

The number of parameters is the same with the the original Keres version, which is 1.80M in JHMDB.

The val performance is comparable to the original version. On the provided JHMDB split, the performance is as blow.

  • The Pytorch version

Performace

  • The Keres version

Keres Performance