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autonomousvision / giraffe

This repository contains the code for the CVPR 2021 paper "GIRAFFE: Representing Scenes as Compositional Generative Neural Feature Fields"
https://m-niemeyer.github.io/project-pages/giraffe/index.html
MIT License
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Issues Training with other datasets. #52

Closed mullenj closed 2 years ago

mullenj commented 2 years ago

I'm having an issue with training where the model fades to black during training while using a subset of my dataset. This has happened with a wide array of config setups. I've included two screen captures of the images tensor board screen to help illustrate this issue. Please let me know if there is something I am missing or if this issue has come up before. Screen Shot 2022-05-20 at 11 22 38 AM Screen Shot 2022-05-20 at 11 22 47 AM

m-niemeyer commented 2 years ago

Hi @mullenj , I think it's quite hard to judge what's going on - it depends on the datasets, you need to select correct config settings, etc. I would suggest that you first check that running one of the provided experiments works for you on your machine. If this is the case, maybe you can adopt one of the provided config files for your new dataset? And try to make changes slightly so you know when things break. Best of luck for your research!