Comments (3)
Our Image-level regression loss only need to normalize the ground truth depth. By contrast, MiDaS has to processing both the ground truth and predicted depth. The process can be the normalization or least square fitting. According to our ablation studies, our loss can achieve better performance.
from adelaidepth.
Ok, do you have any idea why your proposed loss better than MiDaS's? In the paper, it seems just a numerical comparison but not given some explanation.
Thank you
from adelaidepth.
MiDaS loss has to adjust both the ground truth and prediction to a similar numerical range. I am conjunct that such adjustment may be not that stable.
from adelaidepth.
Related Issues (20)
- loss becomes nan HOT 4
- Camera Position HOT 3
- Some questions about train data HOT 6
- PCM training code? HOT 1
- 360 point cloud animation video HOT 1
- Strange size of output files for train HOT 1
- cannot import name 'sparse_collate_fn' from 'torch_sparse.utils' HOT 1
- #@title Download results HOT 2
- No locally scaled-aligned (lwlr_depth ) code found HOT 1
- KeyError: 'model_state_dict' HOT 4
- How to install torchsparse in Centos? HOT 1
- LeReS in Anaconda on Window - ModuleNotFoundError: No module named 'lib' HOT 2
- own dataset
- Where can I find tools/test_depth.py and tools/test_shape.py? HOT 1
- No module named 'lib' error in AdelaiDepth_ResNet101.ipynb HOT 2
- Where to find "SparseTensor"? HOT 1
- Infinit focal length!!! HOT 1
- Error occurred in LeReS HOT 1
- Error on 'Download' step of Google Collab HOT 3
- how to generate depth data like you provide? 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 adelaidepth.