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Precise Calibration Is Essential for Good 3D Models

July 6th, 2015 Comments off

Garbage in Garbage out

It is amazing that 3D models can be created from regular (uncalibrated) pictures. This link shows some nice examples of how uncalibrated images can be used to make 3D models.

Quality in Quality out

Our approach is harder, but our results are better. We precisely calibrate our cameras, and we use the calibrated pictures to make 3D models.  As our calibration improves, our 3D models improve. The combination of better calibration and sub-pixel processing has allowed us to create models that are accurate to within 1 or 2 millimeters at 10 feet. Also, our new color processing routine adjusts lighting and allows the colors in different 3D scans to blend better. More accurate scan geometry and better color control results in better looking 3D models. The video below demonstrates our latest improvments. The complete 3D model in our video consists of 13 scans from 13 different locations. I believe that we have tackled the hardest part of the problem: calibration.  Now that our geometry is correct, we can focus on making our 3D models attractive and easy to work with.  We will continue improving the system in the following three ways: 1) FASTER HARDWARE We are finalizing the Proto-5B design. The current system takes about 7 minutes to create a single scan, and the next iteration of our scanner will capture the imagery at least 20 times faster.  ETA for this system is April 2016. 2) IMPROVED PHOTOREALISM WITH POST-PROCESSING Post-processing imagery is normal. Photoshop is often used to clean up 2D pictures, and many 3D programs can clean up our 3D data. We are evaluating several programs, and will make our data work with the best solution(s). 3) INCREASED COMPATIBILITY WITH EXISTING 3D STANDARDS Make it easier to move our data to other software like Unity, Meshlab, SketchUp, and possibly Matterport. Being compatible with Unity will make us compatible with headsets like Oculus, and that will allow a photorealistic 3D VR experience.
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Results from Summer 2012

November 14th, 2012 Comments off
We spent the summer of 2012 enhancing our 3D scanner. The 3D scan below with 3.5 million points shows that the system can now produce high-resolution 3D models. Some improvement was the result of integrating code from the open source projects Point Cloud Library & OpenCV, but the largest improvement came from camera recalibration. Why did we need to recalibrate? Over the last year it seems that 4 of the 8 image sensor boards in our prototype had vertically shifted up to 5 pixels since the last calibration. Because stereo cameras need to be calibrated to within at least 1/2 pixel, a 5 pixel error is completely unacceptable. The 5-pixel shift represents a very small mechanical change. The pixels on our image sensor are 2.2 microns per side, so a 5-pixel error is a shift of only 11 microns: less than the diameter of one human hair! The quality of our 3D models improved significantly once we corrected the problem by shifting our images up or down the appropriate number of pixels. Why wasn't this shift discovered sooner? Our stereoscopic camera system had been producing good results, so we incorrectly assumed that the cameras were still calibrated. Because we trusted the calibration, we spent the summer carefully reviewing everything else in the system. During our search we optimized the code to improve 3D reconstruction speed and quality, but certain problems remained. It wasn't until this September that we identified and fixed the calibration problem. This experience has demonstrated the robustness of our 3D scanning approach which uses both passive pixel matching and pattern projection. Before we fixed the calibration errors, the passive pixel-matching part of our scanning process was effectively disabled. Our robust pattern projection is the only reason that we were able to produce usable 3D models from such a poor calibration. Now that we have both good calibration and solid pattern projection, our results are the best ever. Next Steps There are still some loose ends from this summer's work that we want to tie up by the end of the year. These last few tweaks will improve 3D accuracy and reduce or eliminate the distortion in surfaces that should be flat. Finally, we have also gained a valuable insight for the next design. The new system will be designed to maintain camera rigidity/stability to within about 1/10 micron. This is about 100x better than the current prototype. We plan to finalize the new system design and begin construction in 2013.

First Low Resolution 3D Point Cloud from Proto-4F

October 25th, 2010 Comments off
The cameras are finally calibrated, and the communications and power systems are installed and working. Now I can finally begin producing scans to test and fine tune the software. 7-shot Today I scanned part of the lab, and the animated GIF illustrates the 3D nature of the scan. When producing a 3D model, multiple perspectives must be captured to fill in occlusions (blind spots). For this model, three scans from different locations were merged to produce a point cloud. The GIF consists of 7 different screen-shots of the point-cloud. While there are still occlusions, many have been filled. For example, notice that you can see both above and below the table. The original 32-bit software that we use to turn pictures into 3D models is almost 5 years old, and it runs on 32-bit Windows XP. The old software often crashes when processing high resolution images because the 2GB memory limit isn't enough to process the gigabytes of data that our scanner can quickly produce. Today's scan was made on a computer running 64-bit Windows 7, and we are currently replacing the old 32-bits software with more advanced 64-bit code. The new software runs much faster in 64-bit mode because it can keep temporary files in RAM instead of writing them to and reading them from a slow disk. Even using a Solid State Drive (SSD) wastes minutes of unnecessary processing. COMING UP: Much better scans processed by SketchUp & posted into Google Earth.

Prototype 4A Scan

August 9th, 2008 Comments off
Nick sat patiently while he was scanned with Proto-4A. 3 shots merged with XFuse: an OSX front end to Enfuse/Enblend. This might be my new HDR tool of choice.
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Feb 2007 Prototype 3.3

February 10th, 2007 Comments off
This hodgepodge of cameras, epoxy, and even duct tape was was used to develop 3D scanning software. After the research (late 2007) it was dissasembled and 7 of the 8 Canon 5Ds (I kept one =:-) were sold on E-bay. A much improved Prototype 4B with 10 custom cameras and lenses will allow a new phase of development in early 2009.