Git Product home page Git Product logo

Comments (2)

chenkangjie1123 avatar chenkangjie1123 commented on May 27, 2024

I also found that the scale of the depth value obtained by the midas model greatly affects the warp result. I also want to know how to standardize the scale of the depth value.

from pose-warping.

NagabhushanSN95 avatar NagabhushanSN95 commented on May 27, 2024

Yes, the scale is very important in depth-based-warping. The sample image I have provided is rendered by Blender. You can find more details and the full database here.

MiDas, as I understand it, is a mono-depth model i.e. it generates depth from a single image. This is an under-constrained problem and the depths from MiDas can never be fully trusted for the purpose of depth-based-warping. There can be so many scenarios where the image looks the same but the depth could be different.

The best source of depth is from a sensor or depth estimated from a multi-view stereo model such as DPS-net. Note that the scale/units of the depth should be the same as that of the translation vector in the camera extrinsics (4th column - if indexing starts at 1).

from pose-warping.

Related Issues (7)

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.