how to solve occlusion problem in multiple object?

asked 2014-10-09 07:29:39 -0500

coco gravatar image

updated 2014-10-19 02:31:45 -0500

I am trying to run code of occlusion for multiple object tracking and following I don't know much about occlusion please suggest some code or solution regarding multiple object tracking

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1

Kalman Filter?

thdrksdfthmn gravatar imagethdrksdfthmn ( 2014-10-09 08:28:55 -0500 )edit
2

thanx Abhishek Kumar Annamraju. I got knowledge from this . Can you tell me how to use kalman filter in occlusion i found some reference code but don't know how to use it. how to relate kalman filter to occlusion.

coco gravatar imagecoco ( 2014-10-16 01:37:43 -0500 )edit

@thdrksdfthmn Yeah Kalman filter. Which is actually use for occlusion.

But don't know how to use it.

and how to include on my own code

coco gravatar imagecoco ( 2014-10-16 01:43:59 -0500 )edit

I think you should start with this for better understanding, then this for having an idea of code. The idea is to always enforce the prediction with a detection (and search for the object in a smaller area, around the prediction); if there is no detection for a few frames than you should loose the tracking (but this is when testing and tuning the filter)

thdrksdfthmn gravatar imagethdrksdfthmn ( 2014-10-16 02:15:28 -0500 )edit

@thdrksdfthmn thanx I will try and Let you know if I will Find Any Problem. Meanwhile Can you tell me how to train features of any object. And practical example for it.

Than in Advance. :)

coco gravatar imagecoco ( 2014-10-16 06:57:51 -0500 )edit

I do not know what "to train features" means, but I know that features can be found using FeatureDetector. You shall also see the DescriptorExtractor that may be used for training.

thdrksdfthmn gravatar imagethdrksdfthmn ( 2014-10-16 08:26:31 -0500 )edit

@thdrksdfthmn Thanx for the reply. Train feature means...train own algorithm like left eye , right eye and all other face feature have own xml file. so i want specific shape base feature for that I have to train them and make xml file so that I can include directly in to my code . So do you know exact procedure to train feature.

coco gravatar imagecoco ( 2014-10-17 00:09:14 -0500 )edit

yes, it is traincascade in opencv. These are the docs, here is a related question, so good luck!

thdrksdfthmn gravatar imagethdrksdfthmn ( 2014-10-17 02:18:54 -0500 )edit
1

@coco and @thdrksdfthmn Make sure you fetch all the other possibilities you have other than traincascade, try going up for advanced feature extractors like Weber Descriptors,SIFT, etc. Traincascade is a very tedious process and unless combined with parallel computing it is a very long job, even the results are uncertain as you need to play with the training parameters a lot. Look for SVM training also if you have to go up for machine learning. Anyway here's a tutorial from my blog for traincascade : http://abhishek4273.com/2014/03/16/traincascade-and-car-detection-using-opencv/

Abhishek Kumar Annamraju gravatar imageAbhishek Kumar Annamraju ( 2014-10-17 02:39:39 -0500 )edit

I know, that is what I have done a lot of time for a better face detector, and it was exhausting and not a very big improvement (except the speed; I have trained a LBP). @coco You can try to search for another type of detector, like adaptive threshold or segmentation, morphology, colours, saturation, or I do not know what. And then a classifier for validating the detection.

thdrksdfthmn gravatar imagethdrksdfthmn ( 2014-10-17 03:32:57 -0500 )edit

@AbhishekKumarAnnamraju: Have you trained 2 detectors, or it is the same for lateral and behind?

thdrksdfthmn gravatar imagethdrksdfthmn ( 2014-10-17 03:46:23 -0500 )edit
1

@thdrksdfthmn I have trained many xml files for the same object/dataset using variations in parameters and then tried to use the best ones to detect the cars in most efficient way.

Abhishek Kumar Annamraju gravatar imageAbhishek Kumar Annamraju ( 2014-10-17 06:44:40 -0500 )edit

@Abhishek Kumar Annamraju@thdrksdfthmn thank you for reply. I am trying all methods. It will take some time. Letter i will inform you about it. Thanks again

coco gravatar imagecoco ( 2014-10-19 01:53:22 -0500 )edit

@thdrksdfthmn@Abhishek Kumar Annamraju Hey,guys I work on all link but i couldn't find proper one . Actually, I work on multiple people tracking and successful tracking individual person using background subtraction. when two people intersect it track as one rectangle so i want to apply occlusion based algorithm to solve this error. can you give me some sample code which use kalmaan and occlusion combined for multiple object tracking. please reply as fast as possible. Thank you in advance

coco gravatar imagecoco ( 2014-10-20 00:32:13 -0500 )edit

@thdrksdfthmn@Abhishek Kumar Annamraju Hey,guys I work on all link but i couldn't find proper one . Actually, I work on multiple people tracking and successful tracking individual person using background subtraction. when two people intersect it track as one rectangle so i want to apply occlusion based algorithm to solve this error. can you give me some sample code which use kalmaan and occlusion combined for multiple object tracking. please reply as fast as possible. Thank you in advance

coco gravatar imagecoco ( 2014-10-20 00:57:59 -0500 )edit

@thdrksdfthmn@Abhishek Kumar Annamraju Hey,guys I work on all link but i couldn't find proper one . Actually, I work on multiple people tracking and successful tracking individual person using background subtraction. when two people intersect it track as one rectangle so i want to apply occlusion based algorithm to solve this error. can you give me some sample code which use kalmaan and occlusion combined for multiple object tracking. please reply as fast as possible. Thank you in advance

coco gravatar imagecoco ( 2014-10-21 00:47:52 -0500 )edit

@coco if I find something in this I will revert back

Abhishek Kumar Annamraju gravatar imageAbhishek Kumar Annamraju ( 2014-10-21 05:00:56 -0500 )edit

Here is an example.

thdrksdfthmn gravatar imagethdrksdfthmn ( 2014-10-23 02:19:36 -0500 )edit

@thdrksdfthmn@Abhishek Kumar Annamraju Hey guys , is there any method for the motion of each person is independent of the others in video. it appy after the background substraction for multiple people tracking.

coco gravatar imagecoco ( 2014-11-02 23:53:15 -0500 )edit