# 3D-CNN-Gesture-recognition
Gesture recognition via 3D CNN neural network using Tensorflow.
Our project consists in developing a Python language solution, using deep learning techniques, for hand gestures recognition.
the idea of this project is to detect the gestures in a three-dimensional space,
that is to say that, instead of analyzing the shape of the hand in each image separately, we will analyze the movement of the hand in time,
which means analyzing several images at once.
A little example to understand what we want to do,
If you raise two fingers, the machine must know it, but the 3D gives us more than that, it will be able to detect if we move the two fingers left or right or other,
which makes us analysis the gesture and the movement of the hand too.
### The technologies used:
> Python 3.6
TensorFlow 2.0 Beta
OpenCV 3
### Description to read before you begin:
- **20BN-JESTER**: It contains all training, validation and testing data. You have to download it from [The 20BN-jester Dataset V1](https://20bn.com/datasets/jester/v1#download)
- **training-sample.py**: If you use your personal computer, often you will not have the performance needed to work with all this data.
this script will help you bring out a sample that you can work with.
if you want to work with all data, ignore this file.
- **validation-sample.py**: the same thing as **training-sample.py** for validation.
- **main-beginners-syntax.py**: the main code with a simple syntax.
- **main-experts-syntax.py**: the main code with a more complex syntax.
- **test-app.py**: a small application to test the model after training.
### Noticeable:
as you know, a deep learning project goes through several steps before starting the training of the model, like the data cleaning, the standardization, the creation of the model ...
for this in both files **main-beginners-syntax.py** and **main-experts-syntax.py** it is better to use a block-by-block execution using spider for example, or use the file **main.ipynb** with jupyter notebook.
the advantage of this is that if you got an error or you want to change in a step, you do not need to run all the code each time, just execute the part you want.
I invite you to install Anaconda, to have a good environment.
### Demo
Youtube link - https://youtu.be/dMAAyceGKAg
<img src="https://j.gifs.com/oVA6XX.gif" alt="Gesture recognition demo" width="500"/>
没有合适的资源?快使用搜索试试~ 我知道了~
使用来自大型视频数据库的张量流进行手势识别_Jupyter Notebook_Python_下载.zip
共125个文件
jpg:109个
py:5个
csv:4个
1.该资源内容由用户上传,如若侵权请联系客服进行举报
2.虚拟产品一经售出概不退款(资源遇到问题,请及时私信上传者)
2.虚拟产品一经售出概不退款(资源遇到问题,请及时私信上传者)
版权申诉
0 下载量 200 浏览量
2023-05-01
00:43:26
上传
评论
收藏 11.39MB ZIP 举报
温馨提示
使用来自大型视频数据库的张量流进行手势识别_Jupyter Notebook_Python_下载.zip
资源推荐
资源详情
资源评论
收起资源包目录
使用来自大型视频数据库的张量流进行手势识别_Jupyter Notebook_Python_下载.zip (125个子文件)
checkpoint 95B
jester-v1-train.csv 2.9MB
jester-v1-validation.csv 370KB
jester-v1-test.csv 90KB
jester-v1-labels.csv 528B
path_to_my_weights2.data-00000-of-00001 10.81MB
.gitignore 34B
path_to_my_weights2.index 3KB
main.ipynb 158KB
00015.jpg 5KB
00015.jpg 5KB
00018.jpg 5KB
00018.jpg 5KB
00017.jpg 5KB
00017.jpg 5KB
00019.jpg 5KB
00019.jpg 5KB
00016.jpg 5KB
00016.jpg 5KB
00014.jpg 5KB
00014.jpg 5KB
00030.jpg 5KB
00030.jpg 5KB
00020.jpg 5KB
00020.jpg 5KB
00027.jpg 5KB
00027.jpg 5KB
00029.jpg 5KB
00029.jpg 5KB
00032.jpg 5KB
00032.jpg 5KB
00028.jpg 5KB
00028.jpg 5KB
00033.jpg 5KB
00033.jpg 5KB
00031.jpg 5KB
00031.jpg 5KB
00034.jpg 5KB
00034.jpg 5KB
00035.jpg 5KB
00035.jpg 5KB
00013.jpg 5KB
00013.jpg 5KB
00021.jpg 5KB
00021.jpg 5KB
00012.jpg 5KB
00026.jpg 5KB
00012.jpg 5KB
00026.jpg 5KB
00036.jpg 5KB
00036.jpg 5KB
00022.jpg 5KB
00022.jpg 5KB
00025.jpg 5KB
00025.jpg 5KB
00011.jpg 5KB
00011.jpg 5KB
00021.jpg 5KB
00016.jpg 5KB
00020.jpg 5KB
00022.jpg 5KB
00003.jpg 5KB
00003.jpg 5KB
00028.jpg 5KB
00005.jpg 5KB
00005.jpg 5KB
00015.jpg 5KB
00019.jpg 5KB
00023.jpg 5KB
00006.jpg 5KB
00006.jpg 5KB
00004.jpg 5KB
00004.jpg 5KB
00027.jpg 5KB
00018.jpg 5KB
00001.jpg 5KB
00001.jpg 5KB
00002.jpg 5KB
00002.jpg 5KB
00014.jpg 5KB
00010.jpg 5KB
00010.jpg 5KB
00007.jpg 5KB
00007.jpg 5KB
00026.jpg 5KB
00013.jpg 5KB
00024.jpg 5KB
00029.jpg 5KB
00009.jpg 5KB
00009.jpg 5KB
00017.jpg 5KB
00025.jpg 5KB
00024.jpg 5KB
00024.jpg 5KB
00023.jpg 5KB
00023.jpg 5KB
00008.jpg 5KB
00008.jpg 5KB
00012.jpg 5KB
00030.jpg 5KB
共 125 条
- 1
- 2
资源评论
快撑死的鱼
- 粉丝: 1w+
- 资源: 9154
上传资源 快速赚钱
- 我的内容管理 展开
- 我的资源 快来上传第一个资源
- 我的收益 登录查看自己的收益
- 我的积分 登录查看自己的积分
- 我的C币 登录后查看C币余额
- 我的收藏
- 我的下载
- 下载帮助
安全验证
文档复制为VIP权益,开通VIP直接复制
信息提交成功