excecute.ipynb: Main execution file which contains all run commands.
|- img/: panorama results.
|- src/: source code.
|- vid/: test videos.
- Most execution commands/explainations are included in
excecute.ipynb. - All running results are precerved on the code blocks in
excecute.ipynb. - When running the code, users may be prompt to enter customized settings. Please follow the prompt messages.
- When a panorama stitching program finishes, the generated panorama will be located in img/:
- The '_final.jpg' is the raw output of the panorama.
- The '_crop.jpg' is the loose crop version (preseve all contents) of the panorama, generated by automatically locating and croping.
- The '_tightcrop.jpg' is the tight crop version (as little black space as possible) of the panorama, generated base on loose crop version.
- The '_transform.jpg' is the perspective rectified version (as little black space as possible) of the panorama, generated base on loose crop version.
- If use set
if_write_frame=Truein code prompts, there will be subfolders contains results for each frame.
- Due to file size limitations of the uploaded zip file, the trained NAFNet-based denoising model is not included in this folder (it has a size of 271.8 MB). There is a download link in
excecute.ipynb, and users should follow the instructions to download it and place it at correct location if they want to run the code.
The environment for executing Generate panorama (No deblurring version) and Generate panorama (Deconvolution-based method) code blocks in excecute.ipynb is given in environment.yml. The recommended excecution environment for Generate panorama (NAFNet-based method) code blocks in excecute.ipynb is Google Colab.
Use conda env create -f environment.yml to create the environment.
If there are errors when all the above packages are installed, please refer to the Appendix for more information to check for details.
The src/modified_NAFNet/ is modifed from the original implementation provided in this paper:
@article{chen2022simple,
title={Simple Baselines for Image Restoration},
author={Chen, Liangyu and Chu, Xiaojie and Zhang, Xiangyu and Sun, Jian},
journal={arXiv preprint arXiv:2204.04676},
year={2022}
}
A reference/sample environment setting is provided as follows:
active environment : COMP3065_CV
active env location : /Users/liujunyu/miniforge3/envs/COMP3065_CV
shell level : 1
user config file : /Users/liujunyu/.condarc
populated config files : /Users/liujunyu/miniforge3/.condarc
/Users/liujunyu/.condarc
conda version : 22.9.0
conda-build version : not installed
python version : 3.9.13.final.0
virtual packages : __osx=13.2=0
__unix=0=0
__archspec=1=arm64
base environment : /Users/liujunyu/miniforge3 (writable)
conda av data dir : /Users/liujunyu/miniforge3/etc/conda
conda av metadata url : None
channel URLs : https://conda.anaconda.org/conda-forge/osx-arm64
https://conda.anaconda.org/conda-forge/noarch
https://repo.anaconda.com/pkgs/main/osx-arm64
https://repo.anaconda.com/pkgs/main/noarch
https://repo.anaconda.com/pkgs/r/osx-arm64
https://repo.anaconda.com/pkgs/r/noarch
package cache : /Users/liujunyu/miniforge3/pkgs
/Users/liujunyu/.conda/pkgs
envs directories : /Users/liujunyu/miniforge3/envs
/Users/liujunyu/.conda/envs
platform : osx-arm64
user-agent : conda/22.9.0 requests/2.27.1 CPython/3.9.13 Darwin/22.3.0 OSX/13.2
UID:GID : 501:20
netrc file : None
offline mode : False
A list of explicitly installed packages are listed as follows (Note that many packages are installed with single command):
@EXPLICIT
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https://conda.anaconda.org/conda-forge/osx-arm64/py-opencv-4.7.0-py311hf3b2ce4_2.conda
https://conda.anaconda.org/conda-forge/noarch/requests-2.28.2-pyhd8ed1ab_1.conda
https://conda.anaconda.org/conda-forge/noarch/ipykernel-6.22.0-pyh736e0ef_0.conda
https://conda.anaconda.org/conda-forge/osx-arm64/opencv-4.7.0-py311ha1ab1f8_2.conda
https://conda.anaconda.org/conda-forge/noarch/pooch-1.7.0-pyha770c72_3.conda
https://conda.anaconda.org/conda-forge/osx-arm64/scipy-1.10.1-py311h0bcca16_0.conda
A list of all packages are listed as follows (Note that most of these packages are built-in enviroment packages):
# packages in environment at /Users/liujunyu/miniforge3/envs/COMP3065_CV:
#
# Name Version Build Channel
aom 3.5.0 h7ea286d_0 conda-forge
appnope 0.1.3 pyhd8ed1ab_0 conda-forge
astropy 5.2.2 py311h4add359_0 conda-forge
asttokens 2.2.1 pyhd8ed1ab_0 conda-forge
backcall 0.2.0 pyh9f0ad1d_0 conda-forge
backports 1.0 pyhd8ed1ab_3 conda-forge
backports.functools_lru_cache 1.6.4 pyhd8ed1ab_0 conda-forge
brotli 1.0.9 h1a8c8d9_8 conda-forge
brotli-bin 1.0.9 h1a8c8d9_8 conda-forge
brotlipy 0.7.0 py311he2be06e_1005 conda-forge
bzip2 1.0.8 h3422bc3_4 conda-forge
c-ares 1.18.1 h3422bc3_0 conda-forge
ca-certificates 2022.12.7 h4653dfc_0 conda-forge
cairo 1.16.0 h4741ed9_1015 conda-forge
certifi 2022.12.7 pyhd8ed1ab_0 conda-forge
cffi 1.15.1 py311hae827db_3 conda-forge
charset-normalizer 3.1.0 pyhd8ed1ab_0 conda-forge
comm 0.1.3 pyhd8ed1ab_0 conda-forge
contourpy 1.0.7 py311hd6ee22a_0 conda-forge
cryptography 40.0.2 py311h507f6e9_0 conda-forge
cycler 0.11.0 pyhd8ed1ab_0 conda-forge
debugpy 1.6.7 py311ha397e9f_0 conda-forge
decorator 5.1.1 pyhd8ed1ab_0 conda-forge
entrypoints 0.4 pyhd8ed1ab_0 conda-forge
executing 1.2.0 pyhd8ed1ab_0 conda-forge
expat 2.5.0 hb7217d7_1 conda-forge
ffmpeg 5.1.2 gpl_hf318d42_106 conda-forge
font-ttf-dejavu-sans-mono 2.37 hab24e00_0 conda-forge
font-ttf-inconsolata 3.000 h77eed37_0 conda-forge
font-ttf-source-code-pro 2.038 h77eed37_0 conda-forge
font-ttf-ubuntu 0.83 hab24e00_0 conda-forge
fontconfig 2.14.2 h82840c6_0 conda-forge
fonts-conda-ecosystem 1 0 conda-forge
fonts-conda-forge 1 0 conda-forge
fonttools 4.39.3 py311he2be06e_0 conda-forge
freetype 2.12.1 hd633e50_1 conda-forge
gettext 0.21.1 h0186832_0 conda-forge
gmp 6.2.1 h9f76cd9_0 conda-forge
gnutls 3.7.8 h9f1a10d_0 conda-forge
graphite2 1.3.13 h9f76cd9_1001 conda-forge
harfbuzz 6.0.0 hd7af201_1 conda-forge
hdf5 1.12.2 nompi_ha7af310_101 conda-forge
icu 72.1 he12128b_0 conda-forge
idna 3.4 pyhd8ed1ab_0 conda-forge
importlib-metadata 6.4.1 pyha770c72_0 conda-forge
ipykernel 6.22.0 pyh736e0ef_0 conda-forge
ipython 8.13.1 pyhd1c38e8_0 conda-forge
jasper 4.0.0 hff9eb24_1 conda-forge
jedi 0.18.2 pyhd8ed1ab_0 conda-forge
jupyter_client 7.4.9 pyhd8ed1ab_0 conda-forge
jupyter_core 5.3.0 py311h267d04e_0 conda-forge
kiwisolver 1.4.4 py311hd6ee22a_1 conda-forge
krb5 1.20.1 h69eda48_0 conda-forge
lame 3.100 h1a8c8d9_1003 conda-forge
lcms2 2.15 hd835a16_1 conda-forge
lerc 4.0.0 h9a09cb3_0 conda-forge
libaec 1.0.6 hb7217d7_1 conda-forge
libblas 3.9.0 16_osxarm64_openblas conda-forge
libbrotlicommon 1.0.9 h1a8c8d9_8 conda-forge
libbrotlidec 1.0.9 h1a8c8d9_8 conda-forge
libbrotlienc 1.0.9 h1a8c8d9_8 conda-forge
libcblas 3.9.0 16_osxarm64_openblas conda-forge
libcurl 7.88.1 h9049daf_1 conda-forge
libcxx 16.0.1 h75e25f2_0 conda-forge
libdeflate 1.18 h1a8c8d9_0 conda-forge
libedit 3.1.20191231 hc8eb9b7_2 conda-forge
libev 4.33 h642e427_1 conda-forge
libexpat 2.5.0 hb7217d7_1 conda-forge
libffi 3.4.2 h3422bc3_5 conda-forge
libgfortran 5.0.0 12_2_0_hd922786_31 conda-forge
libgfortran5 12.2.0 h0eea778_31 conda-forge
libglib 2.74.1 h4646484_1 conda-forge
libiconv 1.17 he4db4b2_0 conda-forge
libidn2 2.3.4 h1a8c8d9_0 conda-forge
libjpeg-turbo 2.1.5.1 h1a8c8d9_0 conda-forge
liblapack 3.9.0 16_osxarm64_openblas conda-forge
liblapacke 3.9.0 16_osxarm64_openblas conda-forge
libnghttp2 1.52.0 hae82a92_0 conda-forge
libopenblas 0.3.21 openmp_hc731615_3 conda-forge
libopencv 4.7.0 py311hc39da20_2 conda-forge
libopus 1.3.1 h27ca646_1 conda-forge
libpng 1.6.39 h76d750c_0 conda-forge
libprotobuf 3.21.12 hb5ab8b9_0 conda-forge
libsodium 1.0.18 h27ca646_1 conda-forge
libsqlite 3.40.0 h76d750c_0 conda-forge
libssh2 1.10.0 h7a5bd25_3 conda-forge
libtasn1 4.19.0 h1a8c8d9_0 conda-forge
libtiff 4.5.0 h4f7d55c_6 conda-forge
libunistring 0.9.10 h3422bc3_0 conda-forge
libvpx 1.11.0 hc470f4d_3 conda-forge
libwebp-base 1.3.0 h1a8c8d9_0 conda-forge
libxcb 1.13 h9b22ae9_1004 conda-forge
libxml2 2.10.4 h2aff0a6_0 conda-forge
libzlib 1.2.13 h03a7124_4 conda-forge
llvm-openmp 16.0.1 h7cfbb63_0 conda-forge
matplotlib-base 3.7.1 py311h99a5f44_0 conda-forge
matplotlib-inline 0.1.6 pyhd8ed1ab_0 conda-forge
munkres 1.1.4 pyh9f0ad1d_0 conda-forge
ncurses 6.3 h07bb92c_1 conda-forge
nest-asyncio 1.5.6 pyhd8ed1ab_0 conda-forge
nettle 3.8.1 h63371fa_1 conda-forge
numpy 1.24.2 py311h60f8152_0 conda-forge
opencv 4.7.0 py311ha1ab1f8_2 conda-forge
openh264 2.3.1 hb7217d7_2 conda-forge
openjpeg 2.5.0 hbc2ba62_2 conda-forge
openssl 3.1.0 h53f4e23_2 conda-forge
p11-kit 0.24.1 h29577a5_0 conda-forge
packaging 23.0 pyhd8ed1ab_0 conda-forge
parso 0.8.3 pyhd8ed1ab_0 conda-forge
pcre2 10.40 hb34f9b4_0 conda-forge
pexpect 4.8.0 pyh1a96a4e_2 conda-forge
pickleshare 0.7.5 py_1003 conda-forge
pillow 9.5.0 py311h979b395_0 conda-forge
pip 23.0.1 pyhd8ed1ab_0 conda-forge
pixman 0.40.0 h27ca646_0 conda-forge
platformdirs 3.2.0 pyhd8ed1ab_0 conda-forge
pooch 1.7.0 pyha770c72_3 conda-forge
prompt-toolkit 3.0.38 pyha770c72_0 conda-forge
prompt_toolkit 3.0.38 hd8ed1ab_0 conda-forge
psutil 5.9.5 py311he2be06e_0 conda-forge
pthread-stubs 0.4 h27ca646_1001 conda-forge
ptyprocess 0.7.0 pyhd3deb0d_0 conda-forge
pure_eval 0.2.2 pyhd8ed1ab_0 conda-forge
py-opencv 4.7.0 py311hf3b2ce4_2 conda-forge
pycparser 2.21 pyhd8ed1ab_0 conda-forge
pyerfa 2.0.0.3 py311h4add359_0 conda-forge
pygments 2.15.1 pyhd8ed1ab_0 conda-forge
pyopenssl 23.1.1 pyhd8ed1ab_0 conda-forge
pyparsing 3.0.9 pyhd8ed1ab_0 conda-forge
pysocks 1.7.1 pyha2e5f31_6 conda-forge
python 3.11.3 h1456518_0_cpython conda-forge
python-dateutil 2.8.2 pyhd8ed1ab_0 conda-forge
python_abi 3.11 3_cp311 conda-forge
pyyaml 6.0 py311he2be06e_5 conda-forge
pyzmq 25.0.2 py311h0f351f6_0 conda-forge
readline 8.2 h92ec313_1 conda-forge
requests 2.28.2 pyhd8ed1ab_1 conda-forge
scipy 1.10.1 py311h0bcca16_0 conda-forge
setuptools 67.6.1 pyhd8ed1ab_0 conda-forge
six 1.16.0 pyh6c4a22f_0 conda-forge
stack_data 0.6.2 pyhd8ed1ab_0 conda-forge
svt-av1 1.4.1 h7ea286d_0 conda-forge
tk 8.6.12 he1e0b03_0 conda-forge
tornado 6.3 py311he2be06e_0 conda-forge
traitlets 5.9.0 pyhd8ed1ab_0 conda-forge
typing-extensions 4.5.0 hd8ed1ab_0 conda-forge
typing_extensions 4.5.0 pyha770c72_0 conda-forge
tzdata 2023c h71feb2d_0 conda-forge
urllib3 1.26.15 pyhd8ed1ab_0 conda-forge
wcwidth 0.2.6 pyhd8ed1ab_0 conda-forge
wheel 0.40.0 pyhd8ed1ab_0 conda-forge
x264 1!164.3095 h57fd34a_2 conda-forge
x265 3.5 hbc6ce65_3 conda-forge
xorg-libxau 1.0.9 h27ca646_0 conda-forge
xorg-libxdmcp 1.1.3 h27ca646_0 conda-forge
xz 5.2.6 h57fd34a_0 conda-forge
yaml 0.2.5 h3422bc3_2 conda-forge
zeromq 4.3.4 hbdafb3b_1 conda-forge
zipp 3.15.0 pyhd8ed1ab_0 conda-forge
zlib 1.2.13 h03a7124_4 conda-forge
zstd 1.5.2 hf913c23_6 conda-forge
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