@Poyonoz@Scobleizer Exactly, I don’t see this as LiDAR market shrinking, more like the utility and use cases for low cost camera-only solutions will grow faster and outpace LiDAR adoption
@Poyonoz@Scobleizer … but End2end deep learning reconstructions will enable cameras to perform well, even in low light, for a much larger emerging class of use cases (ie construction monitoring, facility documentation, digital twin creation, infrastructure inspection)
@Poyonoz@Scobleizer Vegetation is a use case where LiDAR will always be better , especially to penetrate the canopy and capture the ground 😎🌲
Pitch dark environments like underground mining operations same story, the active LiDAR is required…
Same for bathymetric and boundary surveys…
@vikasreddy@barmijo@Scobleizer Andrej Karpathy addressed that in his CVPR talk - the latency from LiDAR is slower than camera+IMU input which messes up their models and ground truth labeling
https://t.co/jPpfMlxXcX
3D Reconstruction from public webcams
https://t.co/bYNMBsZdfk
Hey @AmirRubin, check out this 3D #computervision project which uses SuperGlue, a deep feature-based matcher—extremely useful for creating a robust #digitaltwin of outdoor spaces. Thanks @ducha_aiki for sharing!
@quantombone@ducha_aiki I love this! SuperGlue and deep front ends are game changers for 3D reconstruction. The robustness of learned features+homography is bringing digital twin creation into the hands of non-expert users 🤓
I mean, I’m not talking metaverse scale just yet but who knows? 😎😎
@quantombone We are at the very beginning of the impact 3D mapping+ SLAM will have on the future; Metaverse concepts will transform how we play and interact, but Digital Twins are the foundation for transforming industry!
@AjdDavison I’ve read hypotheses that certain molecules in bird eyes become quantum entangled with earth’s magnetic fields allowing them to navigate and stabilize relative to the magnetic field - very strange!
@quantombone The land use of our neighborhoods and cities are dominated by cars, which waste precious space when parked, and are dangerous to people when driving - We need a new infrastructure that allows neighborhoods to reclaim streets for families!