Pictorial Suspicious Action Detection

Versión 1.2.0.0 (9.77 MB) por Amarjot
Autonomous UAV for Suspicious Action Detection using Pictorial Human Pose Estimation and Classificat
2K descargas
Actualizado 27 Jun 2014

Ver licencia

The code estimates Suspicious Action using Pictorial Human Pose Estimation and Classification applied on on images taken from an UAV.
This work titled "Autonomous UAV for Suspicious Action Detection using Pictorial Human Pose Estimation and Classification" was published in Electronic Letter on Computer Vision and Image Analysis, Vol. 13, No. 1, pp. 18-32, 2014. Available at: http://elcvia.cvc.uab.es/article/view/582/0
The project page that includes a video and graphs can be found at: https://sites.google.com/site/amarjotsingh0720/publications/suspiciousactiondetection

Steps to run the code.

1. Open MATLAB. Change the directory to the suspicious_activity_detector_v1 folder.

2. Add all the folders and subfolders in code directory to the MATLAB path.

3. Run the following commands one after another.
load ('detenv.mat');
startup;​​
cd code/voc-release3.1/voc-release3.1/
compile; % This doesn't work on windows. Suitable modification must be done.
cd ../../..

4. Change the threshold values for detection
det_pars.ubfpff_scale = 3;
det_pars.ubfpff_thresh = -0.75;
det_pars.iou_thresh = 0.9;

5. Code is setup and ready to run on a test image. Run the following commands to test.

image = imread('test_images/img_main.jpg');
[ubfdetections] = DetectStillImage2(image, 'pff_model_upperbody_final.mat', 'haarcascade_frontalface_alt2.xml', det_pars, 2);

6. If everything works fine, the result should be as shown in the attached image.

NOTE:
The code currently works only on linux systems. Suitable modifications can be made for windows.

Debugging:
If you get the error that MATLAB is out of memory, re-run the code by reducing the value of det_pars.ubfpff_scale.

Citar como

Amarjot (2024). Pictorial Suspicious Action Detection (https://www.mathworks.com/matlabcentral/fileexchange/47020-pictorial-suspicious-action-detection), MATLAB Central File Exchange. Recuperado .

Compatibilidad con la versión de MATLAB
Se creó con R2012b
Compatible con cualquier versión
Compatibilidad con las plataformas
Windows macOS Linux
Categorías
Más información sobre Quadcopters and Drones en Help Center y MATLAB Answers.

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!

suspiciousactivitydetector-master/code/calvin_upperbody_detector_v1.04/calvin_upperbody_detector_v1.04/code/

suspiciousactivitydetector-master/code/pose_estimation_code_release_v1.21/pose_estimation_code_release_v1.21/code/

suspiciousactivitydetector-master/code/pose_estimation_code_release_v1.21/pose_estimation_code_release_v1.21/code/utils/

suspiciousactivitydetector-master/code/pose_estimation_code_release_v1.21/pose_estimation_code_release_v1.21/example_data/

suspiciousactivitydetector-master/code/voc-release3.1/voc-release3.1/

Versión Publicado Notas de la versión
1.2.0.0

updated steps to run

1.1.0.0

Updates Summary

1.0.0.0