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With synthetic data you can also generate the thing you are trying to solve with the AI in the first place, like generating a depth map, and an object classific
by vhold 5y ago
With synthetic data you can also generate the thing you are trying to solve with the AI in the first place, like generating a depth map, and an object classification map to go with a simulated image.
With real world data a human will have to label it.
- fxtentacle 5y agoYes but AIs trained on synthetic depth maps tend to learn the oddities and noise patterns of the rendering, not actually the depth recognition part. That's why so many AIs that work almost perfectly on the Sintel benchmark (synthetic flow and depth data) then fail to transfer over to KITTI (real images with lidar).