asappresearch / multistream-cnn Goto Github PK
View Code? Open in Web Editor NEWMultistream CNN for Robust Acoustic Modeling
Home Page: https://arxiv.org/pdf/2005.10470.pdf
License: Other
Multistream CNN for Robust Acoustic Modeling
Home Page: https://arxiv.org/pdf/2005.10470.pdf
License: Other
Thanks for your gorgeous work again; it is a very impressive result.
When I read the script "run_multistream_cnn_1a.sh", I have a question about the size.
The lines 144-150 show the single-stream and the last one is:
conv-relu-batchnorm-layer name=cnn5 $cnn_opts height-in=10 height-out=10 time-offsets=-1,0,1 height-offsets=-1,0,1 num-filters-out=256
I imagine that the size of the output should be [length_of_seq, height, num_filters] (assume batch size = 1). A spectrum is like a image: length_of_image = based on real case, height = 10, num_filters=256.
Next step, the output is imported in multi-stream( lines 152~207), the first line of this part:
relu-batchnorm-dropout-layer name=tdnn6a $affine_opts input=cnn5 dim=512
It looks like the affine transformation occurs here, and [length_of_seq, 10, 256] is affined to [length_of_seq, 10, 512]. The remaining part would always follow the dim=512.
Am I right?
Thanks so much.
A declarative, efficient, and flexible JavaScript library for building user interfaces.
๐ Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
An Open Source Machine Learning Framework for Everyone
The Web framework for perfectionists with deadlines.
A PHP framework for web artisans
Bring data to life with SVG, Canvas and HTML. ๐๐๐
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Some thing interesting about visualization, use data art
Some thing interesting about game, make everyone happy.
We are working to build community through open source technology. NB: members must have two-factor auth.
Open source projects and samples from Microsoft.
Google โค๏ธ Open Source for everyone.
Alibaba Open Source for everyone
Data-Driven Documents codes.
China tencent open source team.