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Inquiry Regarding Depth Accuracy Interpretation and Model Recommendation for Rack Scanning

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  • MartyX Grover

    Hello, thanks very much for your questions!

     

    1.  The easiest way to estimate depth error in millimeters is to use the RMS error formula in section 5 at the link below, as you suggested.

    https://dev.realsenseai.com/docs/tuning-depth-cameras-for-best-performance#verify-performance-regularly-on-a-flat-wall-or-target

     

    You may not need to actually plot the graph yourself to get a good estimate of how millimeter error increases as distance from the camera increases if you use the graph in this section.

     

     

    The above diagram demonstrates that the D415 camera model has 2x the accuracy / 2x less error over distance than the D435 type models.

     

    The D455 type cameras have 2x the accuracy over distance of the D435 type cameras.  So for a D455 or D456, the green curve of the D415 should also be representative of the accuracy over distance of D455 type models compared to the D435 type.

     

    In your particular application, the D415 may give best results if the racks are not in motion, as this camera model is best suited to depth-sensing static objects whilst the other models are best suited to fast motion (movement of the camera or observing fast motion).

     

    D415 has a smaller horizontal field of view though than the D455 type cameras, so if a wide rack has to be captured entirely in the camera's view without moving the camera then a D455 type camera will be better suited.  

     

    However, the RMS error graph suggests that at 3 meters distance the error may be up to 12 mm, with 3 mm being attainable at around 1 meter distance.

     

    The real-world scene may be more easily depth-readable by the camera if an external dot pattern projector was added to project additional invisible dots onto the scene, as the denser the pattern of dots cast on the scene, the better as the camera uses the dots as a texture source for depth analysis.  There is a guide at the link below about using projectors with 400 Series cameras.

    https://dev.realsenseai.com/docs/projectors

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