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tip-csnet's Introduction

TIP-CSNet

The test code for my TIP paper "Image Compressed Sensing using Convolutional Neural Network" will be released here. Please look forward to it.

%-----------------2019.08.17--------------------------------

The training codes, the training data, and some pre-trained models are given. Please feel free to contact me if you have any questions. My email is [email protected]

To run the code, you should copy the file "bcs_init_rec_dag.m" in the folder "myLayers" into the folder "+dagnn" of your Matconvnet.

If the code is useful to you, please cite our papers:

@Article{shi2019image,

title={Image compressed sensing using convolutional neural network},

author={Shi, Wuzhen and Jiang, Feng and Liu, shaohui and Zhao, Debin},

journal={IEEE Transactions on Image Processing},

volume = {29},

pages = {375--388},

year={2020}

}

@inproceedings{shi2017deep,

title={Deep networks for compressed image sensing},

author={Shi, Wuzhen and Jiang, Feng and Zhang, Shengping and Zhao, Debin},

booktitle={Multimedia and Expo (ICME), 2017 IEEE International Conference on},

pages={877--882},

year={2017},

organization={IEEE}

}

tip-csnet's People

Contributors

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tip-csnet's Issues

a mistake when i run the TIPtest_CSNetPlus.m

Hello!
It is my first time to use MatConvNet and you code. After i installed MatConvNet and set path, i try to run TIPtest_CSNetPlus.m, and it errored that :
"未定义变量 "dagnn" 或类 "dagnn.bcs_init_rec_dag"。"
which means there is no file named 'dagnn.bcs_init_rec_dag', how can i do to fix this error?
Thanks!

Can you share the code snippet to train the whole net?

Hi,

I generated the imdb file using your default script, and wrote a script to train the network, but it failed.

So really appreciate it if you can share your training codes.@wzhshi

The code I used:

clc;
close all;
clear all;

run '.\matconvnet-1.0-beta25\matlab\vl_setupnn.m'

imdb = load('.\data\model_64_96_Adam\imdb.mat')
batch = 10;

net = cnn_CSNetPlus_init_dagnn();

[net, stats] = cnn_CSNetPlus_train_dag(net, imdb, batch);

The errors are as below:

Reference to non-existent field 'images'.

Error in cnn_CSNetPlus_train_dag (line 50)
if isempty(opts.val), opts.val = find(imdb.images.set==2) ; end

Error in CSNetPlus_train (line 14)
[net, stats] = cnn_CSNetPlus_train_dag(net, imdb, batch);

Thanks!

Question on running the code

hi, I'm starting to use this code and I have this error
Undefined function or variable 'dagnn.EuclidLoss'.

Error in dagnn.DagNN.loadobj (line 26)
block = constr() ;

Error in TIPtest_CSNetPlus (line 10)
net = dagnn.DagNN.loadobj(net.net);

Error in run (line 91)
evalin('caller', strcat(script, ';'));

I have compiled matconvnet as per the website but I'm not sure how to fix this error, if anyone can please guide me on the this I would appreciate it.

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