From 3ffd0b82ff8770e41da200f1e1bf383f163ecb2e Mon Sep 17 00:00:00 2001
From: yangbin <136039852@qq.com>
Date: Thu, 14 Jan 2021 03:30:42 +0800
Subject: [PATCH 1/4] =?UTF-8?q?=E4=BF=AE=E6=AD=A3=E9=83=A8=E5=88=86?=
 =?UTF-8?q?=E6=96=87=E4=BB=B6=EF=BC=8C=E4=B8=BA=E5=B7=A5=E7=A8=8B=E5=A2=9E?=
 =?UTF-8?q?=E5=8A=A0=E8=AF=B4=E6=98=8E?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .idea/vcs.xml                                 |   6 +
 .idea/workspace.xml                           | 146 +++++++++++++-----
 README.md                                     |  26 +++-
 data_utils.py                                 |   1 +
 model.py                                      |   1 +
 psnrmeter.py                                  |   1 +
 .../SRF_3/{comic.png => compare_comic.png}    | Bin
 test_image.py                                 |   1 +
 train.py                                      |   1 +
 9 files changed, 143 insertions(+), 40 deletions(-)
 create mode 100644 .idea/vcs.xml
 rename results/SRF_3/{comic.png => compare_comic.png} (100%)

diff --git a/.idea/vcs.xml b/.idea/vcs.xml
new file mode 100644
index 0000000..94a25f7
--- /dev/null
+++ b/.idea/vcs.xml
@@ -0,0 +1,6 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="VcsDirectoryMappings">
+    <mapping directory="$PROJECT_DIR$" vcs="Git" />
+  </component>
+</project>
\ No newline at end of file
diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 9413d3d..e6ddd55 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -1,7 +1,13 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <project version="4">
   <component name="ChangeListManager">
-    <list default="true" id="0846a2ad-7794-428d-8848-1a0031f28df4" name="Default" comment="" />
+    <list default="true" id="0846a2ad-7794-428d-8848-1a0031f28df4" name="Default" comment="">
+      <change beforePath="$PROJECT_DIR$/data_utils.py" beforeDir="false" afterPath="$PROJECT_DIR$/data_utils.py" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/model.py" beforeDir="false" afterPath="$PROJECT_DIR$/model.py" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/psnrmeter.py" beforeDir="false" afterPath="$PROJECT_DIR$/psnrmeter.py" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/test_image.py" beforeDir="false" afterPath="$PROJECT_DIR$/test_image.py" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/train.py" beforeDir="false" afterPath="$PROJECT_DIR$/train.py" afterDir="false" />
+    </list>
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
     <option name="TRACKING_ENABLED" value="true" />
     <option name="SHOW_DIALOG" value="false" />
@@ -15,12 +21,12 @@
     <SUITE FILE_PATH="coverage/ESPCN_Learning$data_utils.coverage" NAME="data_utils Coverage Results" MODIFIED="1610562670222" SOURCE_PROVIDER="com.intellij.coverage.DefaultCoverageFileProvider" RUNNER="coverage.py" COVERAGE_BY_TEST_ENABLED="true" COVERAGE_TRACING_ENABLED="false" WORKING_DIRECTORY="$PROJECT_DIR$" />
   </component>
   <component name="FileEditorManager">
-    <leaf>
+    <leaf SIDE_TABS_SIZE_LIMIT_KEY="300">
       <file leaf-file-name="data_utils.py" pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/data_utils.py">
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-              <caret line="84" column="37" lean-forward="true" selection-start-line="84" selection-start-column="37" selection-end-line="84" selection-end-column="37" />
+            <state>
+              <caret column="23" selection-start-column="23" selection-end-column="23" />
               <folding>
                 <element signature="e#0#15#0" expanded="true" />
               </folding>
@@ -28,23 +34,35 @@
           </provider>
         </entry>
       </file>
-      <file leaf-file-name="test_image.py" pinned="false" current-in-tab="true">
-        <entry file="file://$PROJECT_DIR$/test_image.py">
+      <file leaf-file-name="model.py" pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/model.py">
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+            <state>
+              <caret column="23" selection-start-column="23" selection-end-column="23" />
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-                <element signature="e#0#15#0" expanded="true" />
+                <element signature="e#0#31#0" expanded="true" />
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         </entry>
       </file>
-      <file leaf-file-name="train.py" pinned="false" current-in-tab="false">
-        <entry file="file://$PROJECT_DIR$/train.py">
+      <file leaf-file-name="psnrmeter.py" pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/psnrmeter.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="-2103">
-              <caret line="16" lean-forward="true" selection-start-line="16" selection-end-line="16" />
+            <state>
+              <caret column="23" selection-start-column="23" selection-end-column="23" />
+              <folding>
+                <element signature="e#0#11#0" expanded="true" />
+              </folding>
+            </state>
+          </provider>
+        </entry>
+      </file>
+      <file leaf-file-name="test_image.py" pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/test_image.py">
+          <provider selected="true" editor-type-id="text-editor">
+            <state>
+              <caret column="23" selection-start-column="23" selection-end-column="23" />
               <folding>
                 <element signature="e#0#15#0" expanded="true" />
               </folding>
@@ -52,12 +70,28 @@
           </provider>
         </entry>
       </file>
+      <file leaf-file-name="train.py" pinned="false" current-in-tab="true">
+        <entry file="file://$PROJECT_DIR$/train.py">
+          <provider selected="true" editor-type-id="text-editor">
+            <state relative-caret-position="280">
+              <caret line="10" column="39" lean-forward="true" selection-start-line="10" selection-start-column="39" selection-end-line="10" selection-end-column="39" />
+            </state>
+          </provider>
+        </entry>
+      </file>
     </leaf>
   </component>
+  <component name="Git.Settings">
+    <option name="RECENT_GIT_ROOT_PATH" value="$PROJECT_DIR$" />
+  </component>
   <component name="IdeDocumentHistory">
     <option name="CHANGED_PATHS">
       <list>
+        <option value="$PROJECT_DIR$/data_utils.py" />
+        <option value="$PROJECT_DIR$/model.py" />
+        <option value="$PROJECT_DIR$/psnrmeter.py" />
         <option value="$PROJECT_DIR$/test_image.py" />
+        <option value="$PROJECT_DIR$/train.py" />
       </list>
     </option>
   </component>
@@ -70,9 +104,9 @@
   <component name="NodePackageJsonFileManager">
     <packageJsonPaths />
   </component>
-  <component name="ProjectFrameBounds" extendedState="7">
-    <option name="x" value="57" />
-    <option name="y" value="52" />
+  <component name="ProjectFrameBounds" extendedState="6">
+    <option name="x" value="56" />
+    <option name="y" value="51" />
     <option name="width" value="1750" />
     <option name="height" value="970" />
   </component>
@@ -81,7 +115,6 @@
       <foldersAlwaysOnTop value="true" />
     </navigator>
     <panes>
-      <pane id="Scope" />
       <pane id="ProjectPane">
         <subPane>
           <expand>
@@ -89,20 +122,16 @@
               <item name="ESPCN_Learning" type="b2602c69:ProjectViewProjectNode" />
               <item name="ESPCN_Learning" type="462c0819:PsiDirectoryNode" />
             </path>
-            <path>
-              <item name="ESPCN_Learning" type="b2602c69:ProjectViewProjectNode" />
-              <item name="ESPCN_Learning" type="462c0819:PsiDirectoryNode" />
-              <item name="epochs" type="462c0819:PsiDirectoryNode" />
-            </path>
           </expand>
           <select />
         </subPane>
       </pane>
+      <pane id="Scope" />
     </panes>
   </component>
   <component name="PropertiesComponent">
     <property name="WebServerToolWindowFactoryState" value="false" />
-    <property name="last_opened_file_path" value="$PROJECT_DIR$/test_image.py" />
+    <property name="last_opened_file_path" value="$PROJECT_DIR$" />
     <property name="nodejs_interpreter_path.stuck_in_default_project" value="undefined stuck path" />
     <property name="nodejs_npm_path_reset_for_default_project" value="true" />
     <property name="settings.editor.selected.configurable" value="com.jetbrains.python.configuration.PyActiveSdkModuleConfigurable" />
@@ -197,30 +226,31 @@
     <servers />
   </component>
   <component name="ToolWindowManager">
-    <frame x="-7" y="-7" width="1550" height="838" extended-state="7" />
+    <frame x="-7" y="-7" width="1550" height="838" extended-state="6" />
+    <editor active="true" />
     <layout>
       <window_info anchor="bottom" id="TODO" order="7" weight="0.32905984" />
       <window_info anchor="bottom" id="Event Log" order="13" sideWeight="0.5019531" side_tool="true" weight="0.3448276" />
       <window_info anchor="bottom" id="Database Changes" order="10" show_stripe_button="false" />
-      <window_info active="true" anchor="bottom" id="Run" order="3" sideWeight="0.49804688" visible="true" weight="0.35470086" />
-      <window_info anchor="bottom" id="Version Control" order="9" show_stripe_button="false" />
+      <window_info anchor="bottom" id="Version Control" order="9" />
       <window_info anchor="bottom" id="Python Console" order="11" weight="0.32905984" />
+      <window_info anchor="bottom" id="Run" order="3" sideWeight="0.49804688" weight="0.35470086" />
       <window_info anchor="bottom" id="Terminal" order="12" weight="0.32905984" />
-      <window_info content_ui="combo" id="Project" order="0" visible="true" weight="0.18498659" />
+      <window_info active="true" content_ui="combo" id="Project" order="0" visible="true" weight="0.1689008" />
       <window_info anchor="bottom" id="Docker" order="8" show_stripe_button="false" />
       <window_info anchor="right" id="Database" order="3" weight="0.3297587" />
-      <window_info anchor="right" x="0" y="0" width="1536" height="814" id="SciView" order="4" sideWeight="0.49763033" visible="true" weight="0.3297587" />
+      <window_info anchor="right" x="0" y="0" width="1536" height="814" id="SciView" order="4" sideWeight="0.49763033" weight="0.29624665" />
       <window_info id="Structure" order="1" side_tool="true" weight="0.25" />
-      <window_info anchor="bottom" id="Debug" order="4" weight="0.42450142" />
       <window_info id="Favorites" order="2" side_tool="true" />
+      <window_info anchor="bottom" id="Debug" order="4" weight="0.42450142" />
       <window_info anchor="right" content_ui="combo" id="Hierarchy" order="2" weight="0.25" />
       <window_info anchor="bottom" id="Inspection" order="6" weight="0.4" />
-      <window_info anchor="bottom" id="Cvs" order="5" weight="0.25" />
       <window_info anchor="right" id="Commander" internal_type="SLIDING" order="0" type="SLIDING" weight="0.4" />
       <window_info anchor="right" id="Ant Build" order="1" weight="0.25" />
-      <window_info anchor="bottom" id="Find" order="2" />
-      <window_info anchor="right" x="0" y="0" width="337" height="638" id="Documentation" order="5" sideWeight="0.50236964" side_tool="true" weight="0.3297587" />
       <window_info anchor="bottom" id="Message" order="1" />
+      <window_info anchor="right" x="0" y="0" width="337" height="638" id="Documentation" order="5" sideWeight="0.50236964" side_tool="true" weight="0.3297587" />
+      <window_info anchor="bottom" id="Cvs" order="5" weight="0.25" />
+      <window_info anchor="bottom" id="Find" order="2" />
       <window_info anchor="bottom" id="Concurrent Activities Diagram" order="0" weight="0.32965517" />
     </layout>
   </component>
@@ -233,7 +263,7 @@
   <component name="editorHistoryManager">
     <entry file="file://$PROJECT_DIR$/data_utils.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="-157">
+        <state relative-caret-position="2128">
           <caret line="84" column="37" lean-forward="true" selection-start-line="84" selection-start-column="37" selection-end-line="84" selection-end-column="37" />
           <folding>
             <element signature="e#0#15#0" expanded="true" />
@@ -243,23 +273,67 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/train.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="-2103">
+        <state relative-caret-position="56">
           <caret line="16" lean-forward="true" selection-start-line="16" selection-end-line="16" />
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+    </entry>
+    <entry file="file://$PROJECT_DIR$/test_image.py">
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+        <state relative-caret-position="2044">
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+            <element signature="e#0#15#0" expanded="true" />
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+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/data_utils.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state>
+          <caret column="23" selection-start-column="23" selection-end-column="23" />
           <folding>
             <element signature="e#0#15#0" expanded="true" />
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         </state>
       </provider>
     </entry>
+    <entry file="file://$PROJECT_DIR$/model.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state>
+          <caret column="23" selection-start-column="23" selection-end-column="23" />
+          <folding>
+            <element signature="e#0#31#0" expanded="true" />
+          </folding>
+        </state>
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/psnrmeter.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state>
+          <caret column="23" selection-start-column="23" selection-end-column="23" />
+          <folding>
+            <element signature="e#0#11#0" expanded="true" />
+          </folding>
+        </state>
+      </provider>
+    </entry>
     <entry file="file://$PROJECT_DIR$/test_image.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="263">
-          <caret line="87" column="40" selection-start-line="87" selection-start-column="40" selection-end-line="87" selection-end-column="40" />
+        <state>
+          <caret column="23" selection-start-column="23" selection-end-column="23" />
           <folding>
             <element signature="e#0#15#0" expanded="true" />
           </folding>
         </state>
       </provider>
     </entry>
+    <entry file="file://$PROJECT_DIR$/train.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="280">
+          <caret line="10" column="39" lean-forward="true" selection-start-line="10" selection-start-column="39" selection-end-line="10" selection-end-column="39" />
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+    </entry>
   </component>
 </project>
\ No newline at end of file
diff --git a/README.md b/README.md
index cf35d62..7dec1fc 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,24 @@
 # ESPCN_Learning
 ***
-### 1、本地Anaconda4.9.2，pytorch1.4，python3.7.7
-### 2、项目工程用Pycharm创建
-### 3、本项目所用数据集为VOC2012
-
+## 介绍
+   超分辨重建的经典论文《Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network》，首次提出了用亚像素卷积层对图片进行上采样操作，相比与SRCNN的整体对图片进行上采样操作后再进行超分辨重建，通过使用亚像素卷积极大的缩小了运算量，重建时间以及提高了重建质量。
+***
+## 项目环境
+### 1、本地Anaconda4.9.2，pytorch1.4，python3.7.7
+### 2、项目工程用Pycharm创建
+### 3、本项目所用数据集为VOC2012，由于数据集较大，未放入仓库中。数据集获取地址: https://pan.baidu.com/s/1xDoBr28KIFaEEU_uIcgfSQ 提取密码：oyql
+***
+## 操作说明
+### 1、下载好VOC2012数据集后添加至工程的data文件夹中；
+### 2、在Pycharm中运行 data_utils.py ，这一步是为了创建训练所需的数据集；
+### 3、运行 train.py 即可开始训练，训练的epoch可根据需要调整，文件夹epochs用来保存最棒的训练结果；
+### 4、test_image.py 用于测试训练好的网络。
+***
+## 结果展示
+** 在3倍放大因子的条件下进行的重建，所用训练结果为/epochs/ESPCN_best(5).pt **
+### butterfly.png
+![avatar](/results/SRF_3/compare_butterfly.png)
+** PSNR: 25.016115 (db), SSIM: 0.855480 **
+### comic.png
+![avatar](/results/SRF_3/compare_comic.png)
+** PSNR: 23.070899 (db), SSIM: 0.758211 **
\ No newline at end of file
diff --git a/data_utils.py b/data_utils.py
index 4745fff..cf507ad 100644
--- a/data_utils.py
+++ b/data_utils.py
@@ -1,3 +1,4 @@
+# -*- coding: UTF-8 -*-
 import argparse
 import os
 from os import listdir
diff --git a/model.py b/model.py
index bdfa313..bc3a018 100644
--- a/model.py
+++ b/model.py
@@ -1,3 +1,4 @@
+# -*- coding: UTF-8 -*-
 import matplotlib.pyplot as plt
 import torch
 import torch.nn as nn
diff --git a/psnrmeter.py b/psnrmeter.py
index edc083c..8c8d826 100644
--- a/psnrmeter.py
+++ b/psnrmeter.py
@@ -1,3 +1,4 @@
+# -*- coding: UTF-8 -*-
 import math
 from math import log10
 import numpy as np
diff --git a/results/SRF_3/comic.png b/results/SRF_3/compare_comic.png
similarity index 100%
rename from results/SRF_3/comic.png
rename to results/SRF_3/compare_comic.png
diff --git a/test_image.py b/test_image.py
index 6c1f785..0a7ddee 100644
--- a/test_image.py
+++ b/test_image.py
@@ -1,3 +1,4 @@
+# -*- coding: UTF-8 -*-
 import argparse
 import os
 from os import listdir
diff --git a/train.py b/train.py
index 923b9d5..0314dd3 100644
--- a/train.py
+++ b/train.py
@@ -1,3 +1,4 @@
+# -*- coding: UTF-8 -*-
 import argparse
 import copy
 
-- 
Gitee


From d7114ac4772711d9f8aaa25f6502f82397cec86d Mon Sep 17 00:00:00 2001
From: vegee <136039852@qq.com>
Date: Thu, 14 Jan 2021 03:33:28 +0800
Subject: [PATCH 2/4] =?UTF-8?q?update=20README.md.=20=E4=BF=AE=E6=94=B9?=
 =?UTF-8?q?=E6=A0=BC=E5=BC=8F?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 README.md | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index 7dec1fc..dbc9692 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,7 @@
 # ESPCN_Learning
 ***
 ## 介绍
-   超分辨重建的经典论文《Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network》，首次提出了用亚像素卷积层对图片进行上采样操作，相比与SRCNN的整体对图片进行上采样操作后再进行超分辨重建，通过使用亚像素卷积极大的缩小了运算量，重建时间以及提高了重建质量。
+   *超分辨重建的经典论文《Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network》，首次提出了用亚像素卷积层对图片进行上采样操作，相比与SRCNN的整体对图片进行上采样操作后再进行超分辨重建，通过使用亚像素卷积极大的缩小了运算量，重建时间以及提高了重建质量。*
 ***
 ## 项目环境
 ### 1、本地Anaconda4.9.2，pytorch1.4，python3.7.7
@@ -15,10 +15,10 @@
 ### 4、test_image.py 用于测试训练好的网络。
 ***
 ## 结果展示
-** 在3倍放大因子的条件下进行的重建，所用训练结果为/epochs/ESPCN_best(5).pt **
+**在3倍放大因子的条件下进行的重建，所用训练结果为/epochs/ESPCN_best(5).pt**
 ### butterfly.png
 ![avatar](/results/SRF_3/compare_butterfly.png)
-** PSNR: 25.016115 (db), SSIM: 0.855480 **
+**PSNR: 25.016115 (db), SSIM: 0.855480**
 ### comic.png
 ![avatar](/results/SRF_3/compare_comic.png)
-** PSNR: 23.070899 (db), SSIM: 0.758211 **
\ No newline at end of file
+**PSNR: 23.070899 (db), SSIM: 0.758211**
\ No newline at end of file
-- 
Gitee


From 8f6984c7cba2330dabe3ad18d553f6fd7bda6578 Mon Sep 17 00:00:00 2001
From: vegee <136039852@qq.com>
Date: Thu, 14 Jan 2021 03:37:04 +0800
Subject: [PATCH 3/4] =?UTF-8?q?update=20README.md.=20=E7=AC=AC=E4=BA=8C?=
 =?UTF-8?q?=E6=AC=A1=E8=B0=83=E6=95=B4=E6=A0=BC=E5=BC=8F?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 README.md | 13 +++++++------
 1 file changed, 7 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index dbc9692..a21adb7 100644
--- a/README.md
+++ b/README.md
@@ -1,12 +1,13 @@
 # ESPCN_Learning
 ***
 ## 介绍
-   *超分辨重建的经典论文《Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network》，首次提出了用亚像素卷积层对图片进行上采样操作，相比与SRCNN的整体对图片进行上采样操作后再进行超分辨重建，通过使用亚像素卷积极大的缩小了运算量，重建时间以及提高了重建质量。*
+   **超分辨重建的经典论文*《Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network》*，首次提出了用亚像素卷积层对图片进行上采样操作，相比与SRCNN的整体对图片进行上采样操作后再进行超分辨重建，通过使用亚像素卷积极大的缩小了运算量，重建时间以及提高了重建质量。**
 ***
 ## 项目环境
 ### 1、本地Anaconda4.9.2，pytorch1.4，python3.7.7
 ### 2、项目工程用Pycharm创建
-### 3、本项目所用数据集为VOC2012，由于数据集较大，未放入仓库中。数据集获取地址: https://pan.baidu.com/s/1xDoBr28KIFaEEU_uIcgfSQ 提取密码：oyql
+### 3、本项目所用数据集为VOC2012，由于数据集较大，未放入仓库中。  
+       数据集获取地址: https://pan.baidu.com/s/1xDoBr28KIFaEEU_uIcgfSQ     提取密码：oyql
 ***
 ## 操作说明
 ### 1、下载好VOC2012数据集后添加至工程的data文件夹中；
@@ -17,8 +18,8 @@
 ## 结果展示
 **在3倍放大因子的条件下进行的重建，所用训练结果为/epochs/ESPCN_best(5).pt**
 ### butterfly.png
-![avatar](/results/SRF_3/compare_butterfly.png)
-**PSNR: 25.016115 (db), SSIM: 0.855480**
+![avatar](/results/SRF_3/compare_butterfly.png)  
+  **PSNR: 25.016115 (db), SSIM: 0.855480**
 ### comic.png
-![avatar](/results/SRF_3/compare_comic.png)
-**PSNR: 23.070899 (db), SSIM: 0.758211**
\ No newline at end of file
+![avatar](/results/SRF_3/compare_comic.png)  
+  **PSNR: 23.070899 (db), SSIM: 0.758211**
\ No newline at end of file
-- 
Gitee


From a8d25f6aea9cd3fe134fdd9800a2eb388a550987 Mon Sep 17 00:00:00 2001
From: vegee <136039852@qq.com>
Date: Thu, 14 Jan 2021 03:39:56 +0800
Subject: [PATCH 4/4] =?UTF-8?q?=E7=AC=AC=E4=B8=89=E6=AC=A1=E4=BF=AE?=
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MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 README.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/README.md b/README.md
index a21adb7..067567c 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,7 @@
 # ESPCN_Learning
 ***
 ## 介绍
-   **超分辨重建的经典论文*《Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network》*，首次提出了用亚像素卷积层对图片进行上采样操作，相比与SRCNN的整体对图片进行上采样操作后再进行超分辨重建，通过使用亚像素卷积极大的缩小了运算量，重建时间以及提高了重建质量。**
+   **超分辨重建的经典论文** *《Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network》* **，首次提出了用亚像素卷积层对图片进行上采样操作，相比与SRCNN的整体对图片进行上采样操作后再进行超分辨重建，通过使用亚像素卷积极大的缩小了运算量，重建时间以及提高了重建质量。**
 ***
 ## 项目环境
 ### 1、本地Anaconda4.9.2，pytorch1.4，python3.7.7
@@ -19,7 +19,7 @@
 **在3倍放大因子的条件下进行的重建，所用训练结果为/epochs/ESPCN_best(5).pt**
 ### butterfly.png
 ![avatar](/results/SRF_3/compare_butterfly.png)  
-  **PSNR: 25.016115 (db), SSIM: 0.855480**
+**PSNR: 25.016115 (db), SSIM: 0.855480**
 ### comic.png
 ![avatar](/results/SRF_3/compare_comic.png)  
-  **PSNR: 23.070899 (db), SSIM: 0.758211**
\ No newline at end of file
+**PSNR: 23.070899 (db), SSIM: 0.758211**
\ No newline at end of file
-- 
Gitee