Comments (3)
You can change the grad_thresh, e.g., setting the grad_thresh to a larger one as 0.05, this will generate less gaussians with similar metrics. I have tested on 3090Ti and in the original paper, they also claim a whole implementation will occupy about 20GB GPU memory.
from 3d-gaussian-splatting.
Try this one.
python train.py --exp garden --grad_thresh 0.000002 --debug 1 --ssim_weight 0.1 --lr 0.002 --use_sh_coeff 0 --grad_accum_method mean --grad_accum_iters 300 --split_thresh 0.08
from 3d-gaussian-splatting.
Try this one. python train.py --exp garden --grad_thresh 0.000002 --debug 1 --ssim_weight 0.1 --lr 0.002 --use_sh_coeff 0 --grad_accum_method mean --grad_accum_iters 300 --split_thresh 0.08
Thank you so much for the reply.
Finally I found there are some bugs in ssim computing, upgrading the torchmetrics library to the latest version works.
from 3d-gaussian-splatting.
Related Issues (15)
- Shape mismatch error on 360 scenes other than garden HOT 3
- long is not supported windows cuda 11.8
- working with pointcloud data
- make compatible with ply based viewers HOT 1
- AttributeError: 'float' object has no attribute 'unsqueeze' HOT 1
- Wonky Gimbal Lock in the viewer HOT 4
- who is faster?
- Attaching network to rendering variables
- Performance on NeRF LLFF Dataset HOT 1
- Nice work! Any information about the metrics at 30k? HOT 2
- training issue HOT 2
- How to display the visergui results of remote machines on Mac? HOT 2
- Backward issue
- which gaussian package is used? HOT 1
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
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.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google ❤️ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.
from 3d-gaussian-splatting.