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Repository Details

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1

Google-Colab

Here show google colab keras codes
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2

MANGA109

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3

SRCNN-Keras

SRCNN in Keras using Google Colab
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4

VDSR_GOOGLE_COLAB

This repository code is download from https://github.com/twtygqyy/pytorch-vdsr
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5

SUB_PIXEL_CNN

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6

VDSR_KERAS

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7

FSRCN-Keras

Here keras code is designed for FSRCNN
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8

MY-PYTHON-PROGRAMS

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9

SRCNN_MATLAB

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10

Image-Super-resolution-via-Patch-wise-Sparse-Recovery

Research on image statistics suggests that image patches can be well represented as a sparse linear combination of elements from an appropriately chosen over-complete dictionary. Inspired by this observation, we seek a sparse representation for each patch of the low-resolution input, and then use the coefficients of this representation to generate the high-resolution output. Theoretical results from compressed sensing suggest that under mild conditions, the sparse representation can be correctly recovered from the downsampled signals. With the requirement that the sparse representation of the low-resolution image patch can well reconstruct its high-resolution counterpart, we train two dictionaries for the low- and high-resolution image patches. The learned dictionary pair is a compact representation adapted to the natural images of interest, which leads to state-of-the-art single image super-resolution performances both quantitatively and qualitatively.
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11

subpixellayer

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12

DIV2K_100IMAGES

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13

MMM20CONFERENCE

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14

BSD100

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15

Pytroch

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16

pytorch-cnn

pytorch codes
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17

ClassificationImages

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18

CNN-DEFINITION

Standard Definitions
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19

291ImageDataset

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20

OpenCV-WAZIR_Knowledge-Shelf

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21

200ImageDataSet

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22

FSRCNN_MATLAB

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23

Matlab-Codes

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24

JEFFHEATON

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25

REAL_TIME_VIDEO_IMSR

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MoreMNAS_METHOD-RUN_GPU_COLAB

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27

Wazir_Saadi_Localiaztion

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28

WAZIR_KMEANS_ALGORITHM

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29

WAIR_MATERIAL

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30

WAZIR_ANDREW_NOTES

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31

TENSORFLOW_BOMBAY_2018

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32

IMDN_IMAGE_SR

Python
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33

SRCNN_MATLAB_CODE

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34

DATA_AUGMENTATIONS

APPLY DATA AUGMENTATION TEHCNIQUES
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35

CAMERA_IMAGES_HR_MODEL

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36

LECTURES-ON-LATEX

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37

ImageSR

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38

SRCNN

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39

LapSRN

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40

MYENGLISH

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41

IMAGE_SR_PAPERS

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42

MISCELLANEOUSFILE

General Files
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43

KERASLAYERS

In this repository i build different layers of model using keras
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44

PSNR_AND_SSIM_DIRECT_CALCULATE_AND_PUT_IN_CSV_FILE

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45

Deep-Image-Prior

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46

SRCNN_TensorFlow_Tegg

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47

YANG91

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48

MEDICAL_IMAGE_SR

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49

SRDenseNet

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50

IMAGESDISPLYFROMDIRECTORY

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51

VIDEOSUPERRESOLUTION

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52

Self_ExSR

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53

SRCNN_EXTENDED_PYTROCH

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