pkwhiuqat
/
HumanFallDetectionLSTM
0
0
Fork 1
Code Issues Pull Requests Releases Wiki Activity
30 Commits 6 Branches 0 Tags 20 MiB
Python 100%
Go to file
pvf8p2eo4 a3c8f9ff45 ADD file via upload 2021-10-24 12:59:24 +08:00
examples Initial commit 2021-10-23 17:32:59 +08:00
gaitset ADD file via upload 2021-10-24 12:59:24 +08:00
input Initial commit 2021-10-23 17:32:59 +08:00
model Initial commit 2021-10-23 17:32:59 +08:00
vis Initial commit 2021-10-23 17:32:59 +08:00
GaitSet ADD file via upload 2021-10-24 12:32:12 +08:00
Gaitset ADD file via upload 2021-10-24 12:37:32 +08:00
LICENSE Initial commit 2021-10-23 16:42:08 +08:00
README.md Update README.md 2021-10-23 22:01:48 +08:00
algorithms.py ADD file via upload 2021-10-23 16:55:26 +08:00
config.py ADD file via upload 2021-10-24 12:51:34 +08:00
data_gen.py ADD file via upload 2021-10-23 16:55:42 +08:00
default_params.py ADD file via upload 2021-10-23 16:55:51 +08:00
fall_detector.py ADD file via upload 2021-10-23 16:56:06 +08:00
helpers.py ADD file via upload 2021-10-23 16:56:28 +08:00
inv_pendulum.py ADD file via upload 2021-10-23 16:56:38 +08:00
lstm.sav ADD file via upload 2021-10-23 16:56:53 +08:00
lstm2.sav ADD file via upload 2021-10-23 16:57:09 +08:00
model.py ADD file via upload 2021-10-23 16:57:19 +08:00
process_data.py ADD file via upload 2021-10-23 16:57:30 +08:00
process_data2.py ADD file via upload 2021-10-23 16:57:39 +08:00
processor.py ADD file via upload 2021-10-23 16:57:48 +08:00
requirements.txt ADD file via upload 2021-10-23 16:58:05 +08:00
test.py ADD file via upload 2021-10-24 12:51:54 +08:00
train.py ADD file via upload 2021-10-24 12:52:13 +08:00
visual.py ADD file via upload 2021-10-23 16:58:22 +08:00
writer.py ADD file via upload 2021-10-23 16:58:32 +08:00

README.md

基于 OpenPifPaf 的多摄像头、多人实时跌倒检测模型

利用 OpenPifPaf 对输入视频进行人体姿势估计,然后通过长短时记忆神经网络（LSTM）从前面得到的姿势信息中提取五个时间和空间特征以预测"跌倒"动作,支持多摄像头和多人实时检测。

检测实例见 examples 文件夹

安装

pip install -r requirements.txt

使用

python3 fall_detector.py --num_cams=1

参考

https://github.com/openpifpaf/openpifpaf