Problem 58931. Neural Net: Convolutional NN Matrices Determination for LED Digit images; Variant Images Scored
This challenge is to return final WH and WP matrices, given XImgset, WH, WP, K, EPY using convolution(Ximg,K), ReLU on the hidden layer and Softmax on the output layer. Training images are LED binary matrices of digits 1:9 and 0. Sets of variants will be tested to show success beyond the training set. (Scale, Offset, Noise, zeroed node(s), intra-shifts).
Results of scaling/Offset/Noise indicate additional Training sets required with Offset and Scale. See Test Suite 1 Figure.
Would training images with Noise improve performance?
Test sets 2 thru 5 show various Pixelations of numbers and the Neural Net success rate. Just fun to look at the data.
Appears more training sets required and possibly more nodes to have high success. One translate not good.
[WP,WH]=ConvNN_Process(XImgset,K,WH,WP,EPY)
The matlab Latex code for making the CNN Processing chart included in template.
Solution Stats
Solution Comments
Show commentsProblem Recent Solvers3
Suggested Problems
-
5600 Solvers
-
Find S-parameters of the circuit
46 Solvers
-
Return elements unique to either input
769 Solvers
-
Given a window, how many subsets of a vector sum positive
851 Solvers
-
Combinations without using nchoosek
128 Solvers
More from this Author308
Problem Tags
Community Treasure Hunt
Find the treasures in MATLAB Central and discover how the community can help you!
Start Hunting!