Comments (2)
Hi, thanks for your interest.
I think the fluctuation is more likely caused by the EMP baseline since the multi-level adversarial learning seems to have a more obvious influence on the pixel-level object detector. We found that the phenomenon can be relieved from four aspects: reducing the learning rate, training enough iterations, using Style-GAN-generated data, and using all-level Foggy Cityscapes data instead of only 0.02.
This phenomenon is also common in DA-FRCNN, even for the single-class KITTI scene (here). Hence, I really hope to see new DAOD works can solve this issue, since this also gives me a headache.
from sigma.
I see. So I guess it's just minor tuning for the time being. Thanks for your insights. I agree that there is still some work to do in order to succeed in adversarial training over semantic alignment.
from sigma.
Related Issues (20)
- Unknown CUDA arch (8.6) or GPU not supported?
- Random seeds are used for training HOT 16
- Question about pseudo label and category mismatch. HOT 2
- 属性错误 HOT 2
- Sim10k's ImageSets HOT 2
- Visualization HOT 5
- source-only 训练,低mAP HOT 1
- RuntimeError: Not compiled with GPU support HOT 6
- How to tune hyperparameters for custom datasets? HOT 1
- Missing annotation files for Pascal Voc based settings HOT 3
- Question about VOC2Watercolor & Comic HOT 4
- yaml文件问题 HOT 3
- About iterative_test, I have test the traning procedure with iteration%100=0 and after 60000 start iteration%100=0 validation. Strange tihing that without iterative val the loss is different, whereas if with iterative val the loss is same. HOT 4
- T-SNE可视化 HOT 1
- source only
- 准确率和召回率的计算有接口吗 HOT 1
- A problem when running ‘python setup.py build develop’. HOT 2
- VOC HOT 2
- WEIGHT of the vgg16_caffe-292e1171.pth HOT 4
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 sigma.