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lidq92 committed Sep 15, 2018
1 parent 4329337 commit 468afd672b637f9195b0e3769a3d9edf58b84386
6 Demo.m
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% SFA-PLSR Demo
% SFA Demo

% written by Dingquan Li
% dingquanli@pku.edu.cn
% IDM, SMS, PKU
% Last update: May 17, 2017
% Last update: Sept. 15, 2018

caffe_path = '/home/ldq/LDQ/Software/caffe/matlab/'; % point to the caffe path
caffe_path = '/home/ldq/caffe/matlab/'; % point to the caffe path
addpath(genpath(caffe_path));

for i = 1:4
20 License
@@ -0,0 +1,20 @@
The MIT License (MIT)
Copyright © 2018 Dingquan Li <dingquanli@pku.edu.cn>

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the “Software”), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in
all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED “AS IS”, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
THE SOFTWARE.
@@ -1,8 +1,11 @@
# Exploiting High-Level Semantics for No-Reference Image Quality Assessment of Realistic Blur Images
# Which Has Better Visual Quality: The Clear Blue Sky or a Blurry Animal?
[![License](https://img.shields.io/github/license/mashape/apistatus.svg?maxAge=2592000)](License)

## Description
SFA-PLSR (Test code) for the following paper:
Li, Dingquan, Tingting Jiang, and Ming Jiang. "[Exploiting High-Level Semantics for No-Reference Image Quality Assessment of Realistic Blur Images](https://dl.acm.org/citation.cfm?id=3123266.3123322)." Proceedings of the 2017 ACM on Multimedia Conference. ACM, 2017.
SFA code for the following papers:

- Li, Dingquan, Tingting Jiang, Weisi Lin, and Ming Jiang. "[Which Has Better Visual Quality: The Clear Blue Sky or a Blurry Animal?]()." IEEE Transactions on Multimedia, 2018.
- Li, Dingquan, Tingting Jiang, and Ming Jiang. "[Exploiting High-Level Semantics for No-Reference Image Quality Assessment of Realistic Blur Images](https://dl.acm.org/citation.cfm?id=3123266.3123322)." Proceedings of the 2017 ACM on Multimedia Conference. ACM, 2017.

## Requirement
Framework: [Caffe](https://github.com/BVLC/caffe/) 1.0 + [MATLAB](https://www.mathworks.com/products/matlab.html) 2016b Interface
@@ -14,9 +17,20 @@ Download the ResNet-50-model.caffemodel from https://github.com/KaimingHe/deep-r
## Note for training
All we need to train is a PLSR model, where the training function is plsregress.m in [MATLAB](https://www.mathworks.com/products/matlab.html). The features are extracted from the DCNN models pre-trained on the image classification task.

Update: remember to change the value of "im_dir" and "im_lists" in data info.

## Citation

Please cite our paper if it helps your research:
Please cite our papers if it helps your research:

<pre><code>@arcticle{li2018which,
title={Which Has Better Visual Quality: The Clear Blue Sky or a Blurry Animal?},
author={Li, Dingquan and Jiang, Tingting and Lin, Weisi and Jiang, Ming},
booktitle={IEEE Transactions on Multimedia},
year={2018}
}</code></pre>

[[Paper]()]

<pre><code>@inproceedings{li2017exploiting,
title={Exploiting High-Level Semantics for No-Reference Image Quality Assessment of Realistic Blur Images},
@@ -32,6 +46,3 @@ Please cite our paper if it helps your research:

## Contact
Dingquan Li, dingquanli@pku.edu.cn.

## License
[MIT License](https://opensource.org/licenses/MIT)
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%%%%% Cross Database Experiments %%%%%
%%%%% SFA (Li et al. TMM 2018) %%%%%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% written by Dingquan Li
% dingquanli@pku.edu.cn
% IDM, SMS, PKU
% Last update: Sept. 15, 2018

clear;clc

caffe_path = '/home/ldq/caffe/matlab/'; % point to the caffe path
@@ -2,6 +2,11 @@
%%%%% Intra Database Experiments %%%%%
%%%%% SFA (Li et al. TMM 2018) %%%%%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% written by Dingquan Li
% dingquanli@pku.edu.cn
% IDM, SMS, PKU
% Last update: Sept. 15, 2018

clear;clc

caffe_path = '/home/ldq/caffe/matlab/'; % point to the caffe path
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