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  4. Tracking camera calibration not progressing

Tracking camera calibration not progressing

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  • Alex KushleyevA Alex Kushleyev

    Hello @KnightHawk06,

    This can happen because of lens shading on the AR0144 camera lens causing the thresholding (in camera calibration app) to not work as expected.

    Depending on the version of VOXL2 SDK you are using, there may be also tracking_down_misp_grey camera stream available, which is the lens shading compensated output for this camera. I believe it should work better for calibration purposes.

    Can you please try? If that does not help, I can suggest a few other tweaks, but those will require rebuilding the voxl-camera-calibration app.

    Alex

    KnightHawk06K Offline
    KnightHawk06K Offline
    KnightHawk06
    Contributor
    wrote on last edited by KnightHawk06
    #11

    @Alex-Kushleyev

    Thanks for the suggestion. I have en_misp enabled and I can see the misp_grey view in the voxl-portal, How do I command voxl-calibrate-camera to use the misp_grey view?

    ────────────────────────────────────────────────────────────────────────────────
    system-image: 1.8.02-M0054-14.1a-perf
    kernel:       #1 SMP PREEMPT Mon Nov 11 22:47:44 UTC 2024 4.19.125
    ────────────────────────────────────────────────────────────────────────────────
    hw platform:  M0054
    mach.var:     1.0.1
    ────────────────────────────────────────────────────────────────────────────────
    voxl-suite:   1.4.3
    ────────────────────────────────────────────────────────────────────────────────
    
    
                   {
                                             "type": "ar0144",
                                             "name": "tracking_down",
                                             "enabled":      true,
                                             "camera_id":    3,
                                             "fps":  30,
                                             "en_rotate":    false,
                                             "en_preview":   true,
                                             "preview_width":        1280,
                                             "preview_height":       800,
                                             "en_raw_preview":       true,
                                             "en_misp":      true,
                                             "misp_width":   1280,
                                             "misp_height":  800,
                                             "misp_venc_enable":     false,
                                             "misp_venc_mode":       "h264",
                                             "misp_venc_br_ctrl":    "cqp",
                                             "misp_venc_Qfixed":     30,
                                             "misp_venc_Qmin":       15,
                                             "misp_venc_Qmax":       50,
                                             "misp_venc_nPframes":   29,
                                             "misp_venc_mbps":       2,
                                             "misp_venc_osd":        false,
                                             "misp_awb":     "auto",
                                             "misp_gamma":   1,
                                             "ae_mode":      "lme_msv",
                                             "gain_min":     54,
                                             "gain_max":     8000,
                                             "ae_desired_msv":       60,
                                             "exposure_min_us":      20,
                                             "exposure_max_us":      12000,
                                             "exposure_soft_min_us": 5000,
                                             "ae_filter_alpha":      0.600000023841858,
                                             "ae_ignore_fraction":   0.20000000298023224,
                                             "ae_slope":     0.05000000074505806,
                                             "ae_exposure_period":   1,
                                             "ae_gain_period":       1
                                     }
    
    
    Alex KushleyevA 1 Reply Last reply
    0
    • KnightHawk06K KnightHawk06

      @Alex-Kushleyev

      Thanks for the suggestion. I have en_misp enabled and I can see the misp_grey view in the voxl-portal, How do I command voxl-calibrate-camera to use the misp_grey view?

      ────────────────────────────────────────────────────────────────────────────────
      system-image: 1.8.02-M0054-14.1a-perf
      kernel:       #1 SMP PREEMPT Mon Nov 11 22:47:44 UTC 2024 4.19.125
      ────────────────────────────────────────────────────────────────────────────────
      hw platform:  M0054
      mach.var:     1.0.1
      ────────────────────────────────────────────────────────────────────────────────
      voxl-suite:   1.4.3
      ────────────────────────────────────────────────────────────────────────────────
      
      
                     {
                                               "type": "ar0144",
                                               "name": "tracking_down",
                                               "enabled":      true,
                                               "camera_id":    3,
                                               "fps":  30,
                                               "en_rotate":    false,
                                               "en_preview":   true,
                                               "preview_width":        1280,
                                               "preview_height":       800,
                                               "en_raw_preview":       true,
                                               "en_misp":      true,
                                               "misp_width":   1280,
                                               "misp_height":  800,
                                               "misp_venc_enable":     false,
                                               "misp_venc_mode":       "h264",
                                               "misp_venc_br_ctrl":    "cqp",
                                               "misp_venc_Qfixed":     30,
                                               "misp_venc_Qmin":       15,
                                               "misp_venc_Qmax":       50,
                                               "misp_venc_nPframes":   29,
                                               "misp_venc_mbps":       2,
                                               "misp_venc_osd":        false,
                                               "misp_awb":     "auto",
                                               "misp_gamma":   1,
                                               "ae_mode":      "lme_msv",
                                               "gain_min":     54,
                                               "gain_max":     8000,
                                               "ae_desired_msv":       60,
                                               "exposure_min_us":      20,
                                               "exposure_max_us":      12000,
                                               "exposure_soft_min_us": 5000,
                                               "ae_filter_alpha":      0.600000023841858,
                                               "ae_ignore_fraction":   0.20000000298023224,
                                               "ae_slope":     0.05000000074505806,
                                               "ae_exposure_period":   1,
                                               "ae_gain_period":       1
                                       }
      
      
      Alex KushleyevA Offline
      Alex KushleyevA Offline
      Alex Kushleyev
      ModalAI Team
      wrote on last edited by
      #12

      @KnightHawk06 , use voxl-calibrare-camera tracking_down_misp_grey <remaining options>

      KnightHawk06K 1 Reply Last reply
      1
      • Alex KushleyevA Alex Kushleyev

        @KnightHawk06 , use voxl-calibrare-camera tracking_down_misp_grey <remaining options>

        KnightHawk06K Offline
        KnightHawk06K Offline
        KnightHawk06
        Contributor
        wrote on last edited by
        #13

        @Alex-Kushleyev Thanks! I was able to get to the 2nd calibration panel with the command below but the process became unresponsive a couple times and I had to reboot, I eventually was able to detect the corners in the 2nd panel but am unable to progress.

        voxl-calibrate-camera tracking_down_misp_grey -f -s 6x9 -l 0.0254

        Alex KushleyevA 1 Reply Last reply
        0
        • KnightHawk06K KnightHawk06

          @Alex-Kushleyev Thanks! I was able to get to the 2nd calibration panel with the command below but the process became unresponsive a couple times and I had to reboot, I eventually was able to detect the corners in the 2nd panel but am unable to progress.

          voxl-calibrate-camera tracking_down_misp_grey -f -s 6x9 -l 0.0254

          Alex KushleyevA Offline
          Alex KushleyevA Offline
          Alex Kushleyev
          ModalAI Team
          wrote on last edited by
          #14

          @KnightHawk06 , thanks for the details. I am not aware of the calibration app becoming unresponsive - do you have any details about that (at which point did it become unresponsive?). Any info you have on this would help. thank you!

          Alex

          KnightHawk06K 2 Replies Last reply
          0
          • Alex KushleyevA Alex Kushleyev

            @KnightHawk06 , thanks for the details. I am not aware of the calibration app becoming unresponsive - do you have any details about that (at which point did it become unresponsive?). Any info you have on this would help. thank you!

            Alex

            KnightHawk06K Offline
            KnightHawk06K Offline
            KnightHawk06
            Contributor
            wrote on last edited by
            #15

            @Alex-Kushleyev The calibration image froze and I was unable to view any camera data in the VOXL portal, I also was unable to ping the device from my desktop until rebooting the device.

            I'm still unable to complete the calibration process, are there any logs that I can review to see what's happening? Any other ideas of how I can proceed?

            camera_calibrator_overlay_1745258021.png

            KnightHawk06K 1 Reply Last reply
            0
            • KnightHawk06K KnightHawk06

              @Alex-Kushleyev The calibration image froze and I was unable to view any camera data in the VOXL portal, I also was unable to ping the device from my desktop until rebooting the device.

              I'm still unable to complete the calibration process, are there any logs that I can review to see what's happening? Any other ideas of how I can proceed?

              camera_calibrator_overlay_1745258021.png

              KnightHawk06K Offline
              KnightHawk06K Offline
              KnightHawk06
              Contributor
              wrote on last edited by
              #16

              @Alex-Kushleyev You had mentioned there are some other things to try that will require rebuilding the voxl-camera-calibration app? I tried increasing ae_desired_msv and misp_gamma to help with the lens shading but I was not able to progress any further through calibration.

              1 Reply Last reply
              0
              • Alex KushleyevA Alex Kushleyev

                @KnightHawk06 , thanks for the details. I am not aware of the calibration app becoming unresponsive - do you have any details about that (at which point did it become unresponsive?). Any info you have on this would help. thank you!

                Alex

                KnightHawk06K Offline
                KnightHawk06K Offline
                KnightHawk06
                Contributor
                wrote on last edited by
                #17

                @Alex-Kushleyev Here is some more information on the calibration process freezing, the camera feed stops updating in the voxl portal.

                e9089969-52d4-4122-a880-0794fc8b1b09-image.png

                cb4dba71-24a5-4bf3-99a2-2a3a81b7a060-image.png

                Alex KushleyevA 1 Reply Last reply
                0
                • KnightHawk06K KnightHawk06

                  @Alex-Kushleyev Here is some more information on the calibration process freezing, the camera feed stops updating in the voxl portal.

                  e9089969-52d4-4122-a880-0794fc8b1b09-image.png

                  cb4dba71-24a5-4bf3-99a2-2a3a81b7a060-image.png

                  Alex KushleyevA Offline
                  Alex KushleyevA Offline
                  Alex Kushleyev
                  ModalAI Team
                  wrote on last edited by Alex Kushleyev
                  #18

                  @KnightHawk06 , Please try building the calibration app from this branch : https://gitlab.com/voxl-public/voxl-sdk/utilities/voxl-camera-calibration/-/tree/fisheye-stereo?ref_type=heads

                  Some time ago i fixed it up to work with fisheye stereo calibration, but also changed one parameter in thresholding to make it more smooth : https://gitlab.com/voxl-public/voxl-sdk/utilities/voxl-camera-calibration/-/commit/0bce9a25c67e64a229cfcbad4b6ace3a5837ee1b#f221083d30a7ca966318f904682ecf4970341657 -- in threshold.cpp change the number of tiles from 3 to 5, so that the image thresholding is more smooth across the image (even a larger number like 7 should work even better, but i am not sure if i tried).

                  In the same branch I also slightly reduced the percentage of the windows that needs to be filled up with the checkerboard pattern, so that it is easier to have the calibration accept the pattern.

                  Another thing to try, to just reduce the cpu load, just temporarily drop the FPS to 15, so that there are not so many frames to process (you can change it in voxl-camera-server.conf)

                  I am going to take a look again at this soon and potentially integrate these fixes as options to camera calibration app (number of tiles, frame skip, etc)

                  Alex

                  KnightHawk06K 1 Reply Last reply
                  0
                  • Alex KushleyevA Alex Kushleyev

                    @KnightHawk06 , Please try building the calibration app from this branch : https://gitlab.com/voxl-public/voxl-sdk/utilities/voxl-camera-calibration/-/tree/fisheye-stereo?ref_type=heads

                    Some time ago i fixed it up to work with fisheye stereo calibration, but also changed one parameter in thresholding to make it more smooth : https://gitlab.com/voxl-public/voxl-sdk/utilities/voxl-camera-calibration/-/commit/0bce9a25c67e64a229cfcbad4b6ace3a5837ee1b#f221083d30a7ca966318f904682ecf4970341657 -- in threshold.cpp change the number of tiles from 3 to 5, so that the image thresholding is more smooth across the image (even a larger number like 7 should work even better, but i am not sure if i tried).

                    In the same branch I also slightly reduced the percentage of the windows that needs to be filled up with the checkerboard pattern, so that it is easier to have the calibration accept the pattern.

                    Another thing to try, to just reduce the cpu load, just temporarily drop the FPS to 15, so that there are not so many frames to process (you can change it in voxl-camera-server.conf)

                    I am going to take a look again at this soon and potentially integrate these fixes as options to camera calibration app (number of tiles, frame skip, etc)

                    Alex

                    KnightHawk06K Offline
                    KnightHawk06K Offline
                    KnightHawk06
                    Contributor
                    wrote on last edited by
                    #19

                    @Alex-Kushleyev Thanks, this is very helpful. I checked out the fisheye-stereo branch and built and deployed it to the voxl2. I tried both 5 and 7 max tiles and also decreased fps to 15. The image is freezing less often during calibration and it is successfully counting the corners but does not progress past 0%. The 2 cameras are 4.5 cm apart, is that ok? Are there any debug logs that I can turn on to inspect why the calibration is not moving forward?

                    ~/git/voxl-camera-calibration$ ./deploy_to_voxl.sh
                    searching for ADB device
                    checking VOXL for dpkg/opkg
                    dpkg detected
                    voxl-camera-calibration_0.5.9_arm64.deb: 1 file pushed, 0 skipped. 417.9 MB/s (177172 bytes in 0.000s)
                    (Reading database ... 105707 files and directories currently installed.)
                    Preparing to unpack .../voxl-camera-calibration_0.5.9_arm64.deb ...
                    Unpacking voxl-camera-calibration (0.5.9) over (0.5.9) ...
                    Setting up voxl-camera-calibration (0.5.9) ...
                    Postinst script completed.
                    DONE

                    camera_calibrator_overlay_1745449555.png

                    Alex KushleyevA 1 Reply Last reply
                    0
                    • KnightHawk06K KnightHawk06

                      @Alex-Kushleyev Thanks, this is very helpful. I checked out the fisheye-stereo branch and built and deployed it to the voxl2. I tried both 5 and 7 max tiles and also decreased fps to 15. The image is freezing less often during calibration and it is successfully counting the corners but does not progress past 0%. The 2 cameras are 4.5 cm apart, is that ok? Are there any debug logs that I can turn on to inspect why the calibration is not moving forward?

                      ~/git/voxl-camera-calibration$ ./deploy_to_voxl.sh
                      searching for ADB device
                      checking VOXL for dpkg/opkg
                      dpkg detected
                      voxl-camera-calibration_0.5.9_arm64.deb: 1 file pushed, 0 skipped. 417.9 MB/s (177172 bytes in 0.000s)
                      (Reading database ... 105707 files and directories currently installed.)
                      Preparing to unpack .../voxl-camera-calibration_0.5.9_arm64.deb ...
                      Unpacking voxl-camera-calibration (0.5.9) over (0.5.9) ...
                      Setting up voxl-camera-calibration (0.5.9) ...
                      Postinst script completed.
                      DONE

                      camera_calibrator_overlay_1745449555.png

                      Alex KushleyevA Offline
                      Alex KushleyevA Offline
                      Alex Kushleyev
                      ModalAI Team
                      wrote on last edited by
                      #20

                      @KnightHawk06 ,

                      Oh i understand now.. The red box in the overlay defines the region where you need the calibration pattern to be located, HOWEVER there is also a requirement for the area within that red box that the pattern must fill. So, in your case, the detected pattern is too small within the red box, so you need to bring the pattern closer to the camera.

                      In calibrator.cpp, look for the following:

                      //Each item represents a desired square in percentages of the image {x1,y1,x2,y2, fill threshold, #samples} from top left
                      

                      On that fisheye stereo branch i lowered the thresholds for Fisheye patterns, but not FisheyeWide patterns, so you are still having issues (after trying to bring the pattern closer), you would want to slightly lower the fill thresholds here : https://gitlab.com/voxl-public/voxl-sdk/utilities/voxl-camera-calibration/-/blob/0bce9a25c67e64a229cfcbad4b6ace3a5837ee1b/src/calibrator.cpp#L272 (maybe from 40 to 35 and from 45 to 30).

                      Alex

                      KnightHawk06K 1 Reply Last reply
                      0
                      • Alex KushleyevA Alex Kushleyev

                        @KnightHawk06 ,

                        Oh i understand now.. The red box in the overlay defines the region where you need the calibration pattern to be located, HOWEVER there is also a requirement for the area within that red box that the pattern must fill. So, in your case, the detected pattern is too small within the red box, so you need to bring the pattern closer to the camera.

                        In calibrator.cpp, look for the following:

                        //Each item represents a desired square in percentages of the image {x1,y1,x2,y2, fill threshold, #samples} from top left
                        

                        On that fisheye stereo branch i lowered the thresholds for Fisheye patterns, but not FisheyeWide patterns, so you are still having issues (after trying to bring the pattern closer), you would want to slightly lower the fill thresholds here : https://gitlab.com/voxl-public/voxl-sdk/utilities/voxl-camera-calibration/-/blob/0bce9a25c67e64a229cfcbad4b6ace3a5837ee1b/src/calibrator.cpp#L272 (maybe from 40 to 35 and from 45 to 30).

                        Alex

                        KnightHawk06K Offline
                        KnightHawk06K Offline
                        KnightHawk06
                        Contributor
                        wrote on last edited by KnightHawk06
                        #21

                        @Alex-Kushleyev Thanks, that definitely helped. I was able to get through calibration but I was moving the camera to track the board so I think there was too much motion, I tried again by keeping the camera stationary and moving the board but I was only able to get through 2 of the squares.

                        This one looks like it should have advanced?

                        camera_calibrator_overlay_1745532760.png

                        voxl2:~$ voxl-calibrate-camera tracking_down_misp_grey -f -s 6x9 -l 0.0254
                        Waiting for valid pipe...
                        Please open voxl-portal in a web browser to view the camera calibrator overlay stream
                        Running Calibration...
                        Matrix
                        [467.7722718958223, 0, 643.0951201881879;
                        0, 465.4675015580457, 407.219312862067;
                        0, 0, 1]
                        Distortion
                        [0.06879494760256116;
                        -0.06189410980661297;
                        0.09295232529748904;
                        -0.03719414450439851]
                        distortion_model: fisheye
                        Re-projection error reported by calibrateCamera: 1.55185
                        Calibration Failed
                        Max reprojection error: 0.60
                        This is most likely due to motion blur, please try again.
                        Exiting Cleanly

                        I went down to 30,25 % fill and was able to complete the calibration but I'm still getting the motion blur error.

                        voxl2:~$ voxl-calibrate-camera tracking_down_misp_grey -f -s 6x9 -l 0.0254
                        Waiting for valid pipe...
                        Please open voxl-portal in a web browser to view the camera calibrator overlay stream
                        Running Calibration...
                        Matrix
                        [469.8268457990205, 0, 645.2242591682075;
                        0, 468.3299010304277, 405.5249057705095;
                        0, 0, 1]
                        Distortion
                        [0.04544429816970399;
                        -0.02133881952988525;
                        0.08318821819789667;
                        -0.04616442017968726]
                        distortion_model: fisheye
                        Re-projection error reported by calibrateCamera: 1.26416
                        Calibration Failed
                        Max reprojection error: 0.60
                        This is most likely due to motion blur, please try again.
                        Exiting Cleanly

                        Alex KushleyevA 1 Reply Last reply
                        0
                        • KnightHawk06K KnightHawk06

                          @Alex-Kushleyev Thanks, that definitely helped. I was able to get through calibration but I was moving the camera to track the board so I think there was too much motion, I tried again by keeping the camera stationary and moving the board but I was only able to get through 2 of the squares.

                          This one looks like it should have advanced?

                          camera_calibrator_overlay_1745532760.png

                          voxl2:~$ voxl-calibrate-camera tracking_down_misp_grey -f -s 6x9 -l 0.0254
                          Waiting for valid pipe...
                          Please open voxl-portal in a web browser to view the camera calibrator overlay stream
                          Running Calibration...
                          Matrix
                          [467.7722718958223, 0, 643.0951201881879;
                          0, 465.4675015580457, 407.219312862067;
                          0, 0, 1]
                          Distortion
                          [0.06879494760256116;
                          -0.06189410980661297;
                          0.09295232529748904;
                          -0.03719414450439851]
                          distortion_model: fisheye
                          Re-projection error reported by calibrateCamera: 1.55185
                          Calibration Failed
                          Max reprojection error: 0.60
                          This is most likely due to motion blur, please try again.
                          Exiting Cleanly

                          I went down to 30,25 % fill and was able to complete the calibration but I'm still getting the motion blur error.

                          voxl2:~$ voxl-calibrate-camera tracking_down_misp_grey -f -s 6x9 -l 0.0254
                          Waiting for valid pipe...
                          Please open voxl-portal in a web browser to view the camera calibrator overlay stream
                          Running Calibration...
                          Matrix
                          [469.8268457990205, 0, 645.2242591682075;
                          0, 468.3299010304277, 405.5249057705095;
                          0, 0, 1]
                          Distortion
                          [0.04544429816970399;
                          -0.02133881952988525;
                          0.08318821819789667;
                          -0.04616442017968726]
                          distortion_model: fisheye
                          Re-projection error reported by calibrateCamera: 1.26416
                          Calibration Failed
                          Max reprojection error: 0.60
                          This is most likely due to motion blur, please try again.
                          Exiting Cleanly

                          Alex KushleyevA Offline
                          Alex KushleyevA Offline
                          Alex Kushleyev
                          ModalAI Team
                          wrote on last edited by
                          #22

                          @KnightHawk06 ,

                          You should double check something - is your calibration pattern perfectly flat?

                          When I perform camera calibration, I use an LCD screen to display the pattern whenever possible, because the screes are typically very flat.

                          In order to avoid blurring, you could (temporarily) limit the upper end of the exposure range in volx-camera-server.conf to something like 5ms and that should help. This will cause the gain to be increased (automatically) to achieve the same i mage brightness, which will result in a bit more noise, but it should be ok. After calibration, you can set the upper exposure back. Alternatively, you can set the exposure / gain from voxl2 command line like so:

                          voxl-send-command tracking_down set_exp_gain 5.0 400
                          

                          (this should override the automatic exposure / gain control and set the exposure to 5ms and gain to 400 (4.0x analog gain).

                          If you are still using the printed pattern, increasing the illumination in the room should also help make the image brighter and drive the exposure down, reducing the blur.

                          Alex

                          KnightHawk06K 1 Reply Last reply
                          0
                          • Alex KushleyevA Alex Kushleyev

                            @KnightHawk06 ,

                            You should double check something - is your calibration pattern perfectly flat?

                            When I perform camera calibration, I use an LCD screen to display the pattern whenever possible, because the screes are typically very flat.

                            In order to avoid blurring, you could (temporarily) limit the upper end of the exposure range in volx-camera-server.conf to something like 5ms and that should help. This will cause the gain to be increased (automatically) to achieve the same i mage brightness, which will result in a bit more noise, but it should be ok. After calibration, you can set the upper exposure back. Alternatively, you can set the exposure / gain from voxl2 command line like so:

                            voxl-send-command tracking_down set_exp_gain 5.0 400
                            

                            (this should override the automatic exposure / gain control and set the exposure to 5ms and gain to 400 (4.0x analog gain).

                            If you are still using the printed pattern, increasing the illumination in the room should also help make the image brighter and drive the exposure down, reducing the blur.

                            Alex

                            KnightHawk06K Offline
                            KnightHawk06K Offline
                            KnightHawk06
                            Contributor
                            wrote on last edited by
                            #23

                            @Alex-Kushleyev I initially tried using an LCD screen for the checkerboard, but the camera wasn't detecting it. Should I move the camera around when transitioning between boxes on the LCD screen?

                            Afterward, I reverted to the physical checkerboard and moved slowly during calibration. Additionally, I switched to the stereo camera configuration (https://docs.modalai.com/voxl2-camera-configs/#c-10-front-stereo-only-ov7251). Calibration completed successfully, and I was able to start the voxl-dfs-server (after renaming the intrinsics/extrinsics files to match the DFS configuration).

                            However, I'm still not seeing valid output data in the VOXL Portal. Both the DFS server status and journal logs appear normal. Any idea what might be causing this?

                            The orientation was labeled vertical in the extrinsics file, I updated it to horizontal since the cameras are mounted in that direction, I tried both.

                            voxl2:~$ voxl-calibrate-camera stereo -s 6x9 -l 0.0254
                            Waiting for valid pipe...
                            Please open voxl-portal in a web browser to view the camera calibrator overlay stream
                            Running Calibration...
                            Calibrating Left Camera
                            using intrinsics guess for ov7251 stereo cam
                            Matrix
                            [512.0490656858071, 0, 317.943082105687;
                             0, 512.9677676044445, 249.1010817824914;
                             0, 0, 1]
                            Distortion
                            [-0.2223760024137635;
                             0.2834698825913266;
                             0.006375005556120415;
                             0.001380405690556171;
                             -0.3234049381178579]
                            distortion_model: plumb_bob
                            Re-projection error reported by calibrateCamera: 0.618295
                            Calibration Succeded!
                            Calibrating Right Camera
                            using intrinsics guess for ov7251 stereo cam
                            Matrix
                            [499.9941123870856, 0, 302.2300515222531;
                             0, 500.0159138740167, 197.2845691878148;
                             0, 0, 1]
                            Distortion
                            [-0.1920328131645855;
                             0.1661211129668493;
                             -9.2603546772169e-06;
                             -0.0005742159007090549;
                             -0.1386842520292771]
                            distortion_model: plumb_bob
                            Re-projection error reported by calibrateCamera: 0.654897
                            Calibration Succeded!
                            Calibrating Extrinsics
                            7 frames will be processed
                            Processing non-fisheye stereo
                            R
                            [0.9998717783469182, -0.01301971984148091, 0.009322754990917012;
                             0.01315096821001574, 0.9998132816974246, -0.01415816995820597;
                             -0.009136678855605861, 0.01427895782876463, 0.9998563059074108]
                            T
                            [-0.09106229154044132;
                             0.0003557888497092847;
                             -0.01247277836064075]
                            Re-projection error reported by stereoCalibrate: 0.921971
                            Detected horizontal stereo pair
                            Distance between cameras: 0.0911
                            Extrinsics Calibration Succeded!
                            
                            Saved intrinsics to: /data/modalai/opencv_stereo_intrinsics.yml
                            Saved extrinsics to: /data/modalai/opencv_stereo_extrinsics.yml
                            Exiting Cleanly
                            
                            

                            ce4025ae-5114-4473-ae6a-d9e4862c4b13-image.png

                            cat opencv_stereo_front_extrinsics.yml

                            %YAML:1.0
                            ---
                            R: !!opencv-matrix
                               rows: 3
                               cols: 3
                               dt: d
                               data: [ 9.9987177834691821e-01, -1.3019719841480912e-02,
                                   9.3227549909170124e-03, 1.3150968210015740e-02,
                                   9.9981328169742456e-01, -1.4158169958205966e-02,
                                   -9.1366788556058610e-03, 1.4278957828764632e-02,
                                   9.9985630590741081e-01 ]
                            T: !!opencv-matrix
                               rows: 3
                               cols: 1
                               dt: d
                               data: [ -9.1062291540441320e-02, 3.5578884970928471e-04,
                                   -1.2472778360640750e-02 ]
                            reprojection_error: 9.2197082833254862e-01
                            orientation: vertical
                            calibration_time: "2025-04-29 21:24:04"
                            

                            cat opencv_stereo_front_intrinsics.yml

                            %YAML:1.0
                            ---
                            M1: !!opencv-matrix
                               rows: 3
                               cols: 3
                               dt: d
                               data: [ 5.1204906568580714e+02, 0., 3.1794308210568698e+02, 0.,
                                   5.1296776760444448e+02, 2.4910108178249143e+02, 0., 0., 1. ]
                            D1: !!opencv-matrix
                               rows: 5
                               cols: 1
                               dt: d
                               data: [ -2.2237600241376348e-01, 2.8346988259132661e-01,
                                   6.3750055561204149e-03, 1.3804056905561710e-03,
                                   -3.2340493811785792e-01 ]
                            reprojection_error1: 6.1829492384868989e-01
                            M2: !!opencv-matrix
                               rows: 3
                               cols: 3
                               dt: d
                               data: [ 4.9999411238708558e+02, 0., 3.0223005152225312e+02, 0.,
                                   5.0001591387401669e+02, 1.9728456918781478e+02, 0., 0., 1. ]
                            D2: !!opencv-matrix
                               rows: 5
                               cols: 1
                               dt: d
                               data: [ -1.9203281316458551e-01, 1.6612111296684931e-01,
                                   -9.2603546772168998e-06, -5.7421590070905486e-04,
                                   -1.3868425202927714e-01 ]
                            reprojection_error2: 6.5489679777844001e-01
                            width: 640
                            height: 480
                            distortion_model: plumb_bob
                            calibration_time: "2025-04-29 21:24:04"
                            
                            
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