zju3dv / deltar

Code for "DELTAR: Depth Estimation from a Light-weight ToF Sensor And RGB Image", ECCV 2022
GNU General Public License v3.0
131 stars 6 forks source link

Interpolation for solving misalignment #3

Closed sunyuan789 closed 1 year ago

sunyuan789 commented 1 year ago

How did you do on Interpolation for solving misalignment? Could you please describe some more details or some code snippets?

eugenelyj commented 1 year ago

@sunyuan789 Hi, the process is a bit complex.

First i will fit a comact rectangle on the zones and dividing the rectangle into equal-sized blocks (for this step you can see Fig.C and related paragraph in the supp.). The equal-sized blocks/zones are convenient for batch processing.

Second, if the rectangle can not be evenly divisible by the number of blocks/zones (which means the patch width/height is Float instead of Int), i will interpolate to make them evenly divisible (see Fig.6 in the paper).

Take a 1d example. I have a 1d feature with shape [10] and 6 zones covering the feature. Then i will interpolate the feature to the shapw [12] such that each zone cover feature with 2 pixels. The interpolation is simply implemented by bilinear interpolation.