Comments (6)
Thanks for your asking. That's an interesting question. Personally, you can still do it based on a Stacked Hourglass Network. In detail, you can replace each hourglass module to the HRNet module :)
from nsrmhand.
That's a good one, but the parameters and computation of the stacked HR-Net will increase significantly compared to the original HR-Net. What do you think?
You are right. However, personally, you just need to stacked the HighResolutionModule in HRNet. Besides, you can custom the HRNet by decreasing the number of branches and number of blocks to reduce the number of parameters in one module.
from nsrmhand.
Decreasing the number of blocks is indeed an effective way to reduce the number of parameters in one module.But decreasing the branch will also remove the low-resolution representation, I don’t know if this will reduce the accuracy of the network, but i can try to do so.The last very important question, HR-net is an asymmetric network, and the branches are gradually added. Do I still learn the hand structure in the previous part and the keypoint estimation in the latter part, similar to the CPM you use.
from nsrmhand.
Decreasing the number of blocks is indeed an effective way to reduce the number of parameters in one module.But decreasing the branch will also remove the low-resolution representation, I don’t know if this will reduce the accuracy of the network, but i can try to do so.The last very important question, HR-net is an asymmetric network, and the branches are gradually added. Do I still learn the hand structure in the previous part and the keypoint estimation in the latter part, similar to the CPM you use.
Personally, maybe you can try a network with two stacked HRNet. Both have half the number of blocks as the default setting. For the first net, you can let it learn the structure representation, while for the second, you can let it learn the keypoints. Anyway, this is just my idea, I am not sure whether it is helpful or not :)
from nsrmhand.
Thank you very much for your suggestion, I think it is feasible. Excuse me for your precious time, thanks again.
from nsrmhand.
Thank you very much for your suggestion, I think it is feasible. Excuse me for your precious time, thanks again.
Thanks for proposing this interesting question. Actually, I haven't thought it carefully when writing the README.md file. Hope it is helpful to you :)
from nsrmhand.
Related Issues (20)
- demo output HOT 10
- mediapipe hand landmark detect HOT 1
- loss function HOT 1
- How to get 21 keypoints annotations after cropping the original image? HOT 2
- missing limb structure problems HOT 1
- hand tightest bounding box? HOT 1
- CMU Panoptic file HOT 5
- What do mask1, mask2 and mask3 mean? HOT 1
- predict two hands from single picture HOT 5
- The results of other test images is error HOT 1
- Encounter segfault when running inference.py HOT 2
- ./CPM used in training? HOT 1
- src.augmentation missing
- model structure in code incompatible with in paper HOT 5
- Required dataset HOT 1
- Question about LM loss HOT 1
- Can the model predict hand boundary boxes on its own? HOT 2
- Can you provide the OneHand 10k dataset? HOT 1
- How to run the OneHand10K dataset
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 nsrmhand.