Traditional Culture Encyclopedia - Photography major - Human posture and motion recognition data set

Human posture and motion recognition data set

Given a picture, it is usually not difficult for people to judge what the characters in the picture are doing. However, how does the machine learn to judge? From static gesture recognition to dynamic motion recognition, to recognizing the same person in different situations, machines are becoming more and more intelligent.

1, 2D, 3D attitude recognition?

Very powerful, very suitable for getting started, reading through and delving into specific details.

Motion recognition is also introduced: to recognize human motion, continuous video data is usually needed for analysis and processing, and the characteristics to be collected usually include the characteristics of single frame image data and the time characteristics between multiple frames image data, which is simply static frame data+inter-frame data.

2.DensePose is open source, and 2D is changed to 3D for real-time human posture recognition.

An intuitive introduction to one of the methods (DensePose).

3.SkeletonNet: a complete method to reconstruct the three-dimensional posture of human body?

The skeleton model is introduced in detail.

4. The estimation and classification of human posture (detection of key points of human body) and the analysis of classical methods (with GitHub address) need to work hard.

Human pose estimation is also called human key point detection.

For the research of human posture estimation, various methods are briefly introduced.

1, behavior recognition human skeleton detection +LSTM? heroes

2. Interpretation: ST-GCN (space-time graph convolution network model), an action recognition method based on dynamic bones? I come from the international nuclear accident level.

3. Overview of human motion recognition based on 3D joint points? Leaves falling, chilling.

This is a translation of a paper.

1. Reconstruct the 3D scene zouxy09 with a single 2D image.

2. Revealing the Principle of Depth Camera Series Three Depth Cameras-Binocular Stereo Vision Computer Vision Life

The introduction is very detailed.

3. What is the principle of binocular camera depth measurement? Watch the sunrise on the west coast

It can be regarded as a condensed version of the last article.

4. The depth map is obtained by stereo matching of the real scene.

An example is given.