Poly-GAN: Multi-Conditioned GAN for Fashion Synthesis
We present Poly-GAN, a novel conditional GAN architecture that is motivated by Fashion Synthesis, an application where garments are automatically placed on images of human models at an arbitrary pose. Poly-GAN allows conditioning on multiple inputs and is suitable for many tasks, including image alignment, image stitching and inpainting. Existing methods have a similar pipeline where three different networks are used to first align garments with the human pose, then perform stitching of the aligned garment and finally refine the results. Poly-GAN is the first instance where a common architecture is used to perform all three tasks. Our novel architecture enforces the conditions at all layers of the encoder and utilizes skip connections from the coarse layers of the encoder to the respective layers of the decoder. Poly-GAN is able to perform a spatial transformation of the garment based on the RGB skeleton of the model at an arbitrary pose. Additionally, Poly-GAN can perform image stitching, regardless of the garment orientation, and inpainting on the garment mask when it contains irregular holes. Our system achieves state-of-the-art quantitative results on Structural Similarity Index metric and Inception Score metric using the DeepFashion dataset.
| Method | SSIM | IS | | ---------------- |:-------------:| -------:| | CP-VTON | 0.688 | 2.6049 | | MG-VTON | 0.744 | 3.03 | | Poly-GAN Stage 2 | 0.7174 | 2.8193 | | Poly-GAN Stage 3 | 0.7369 | 2.6549 | | Poly-GAN Stage 4 | 0.7251 | 2.7904 |
cat requirements.txt | xargs -n 1 pip install
Download pre-trained models and Data from https://drive.google.com/drive/folders/18eu3OrNh9TbmiED0sotbzGPtLCCecSeT?usp=sharing It has pre-trained weights for Stage 1, Stage 2 and Stage 3.
In test.py, you need to provide location of the pre-trained weights of the stage you will be testing, Target and Reference Image name as well.
The dataset used is borrowed from the code CP-VTON https://github.com/sergeywong/cp-vton
@article{PANDEY2020,
title = "Poly-GAN: Multi-Conditioned GAN for Fashion Synthesis",
journal = "Neurocomputing",
year = "2020",
issn = "0925-2312",
author = "Nilesh Pandey and Andreas Savakis",
}
Bumps werkzeug from 0.14.1 to 2.2.3.
Sourced from werkzeug's releases.
2.2.3
This is a fix release for the 2.2.x release branch.
- Changes: https://werkzeug.palletsprojects.com/en/2.2.x/changes/#version-2-2-3
- Milestone: https://github.com/pallets/werkzeug/milestone/26?closed=1
This release contains security fixes for:
- https://github.com/pallets/werkzeug/security/advisories/GHSA-xg9f-g7g7-2323
- https://github.com/pallets/werkzeug/security/advisories/GHSA-px8h-6qxv-m22q
2.2.2
This is a fix release for the 2.2.0 feature release.
- Changes: https://werkzeug.palletsprojects.com/en/2.2.x/changes/#version-2-2-2
- Milestone: https://github.com/pallets/werkzeug/milestone/25?closed=1
2.2.1
This is a fix release for the 2.2.0 feature release.
- Changes: https://werkzeug.palletsprojects.com/en/2.2.x/changes/#version-2-2-1
- Milestone: https://github.com/pallets/werkzeug/milestone/24?closed=1
2.2.0
This is a feature release, which includes new features and removes previously deprecated features. The 2.2.x branch is now the supported bugfix branch, the 2.1.x branch will become a tag marking the end of support for that branch. We encourage everyone to upgrade, and to use a tool such as pip-tools to pin all dependencies and control upgrades.
- Changes: https://werkzeug.palletsprojects.com/en/2.2.x/changes/#version-2-2-0
- Milestone: https://github.com/pallets/werkzeug/milestone/20?closed=1
2.1.2
This is a fix release for the 2.1.0 feature release.
- Changes: https://werkzeug.palletsprojects.com/en/2.1.x/changes/#version-2-1-2
- Milestone: https://github.com/pallets/werkzeug/milestone/22?closed=1
2.1.1
This is a fix release for the 2.1.0 feature release.
- Changes: https://werkzeug.palletsprojects.com/en/2.1.x/changes/#version-2-1-1
- Milestone: https://github.com/pallets/werkzeug/milestone/19?closed=1
2.1.0
This is a feature release, which includes new features and removes previously deprecated features. The 2.1.x branch is now the supported bugfix branch, the 2.0.x branch will become a tag marking the end of support for that branch. We encourage everyone to upgrade, and to use a tool such as pip-tools to pin all dependencies and control upgrades.
- Changes: https://werkzeug.palletsprojects.com/en/2.1.x/changes/#version-2-1-0
- Milestone: https://github.com/pallets/werkzeug/milestone/16?closed=1
2.0.3
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Sourced from werkzeug's changelog.
Version 2.2.3
Released 2023-02-14
- Ensure that URL rules using path converters will redirect with strict slashes when the trailing slash is missing. :issue:
2533
- Type signature for
get_json
specifies that return type is not optional whensilent=False
. :issue:2508
parse_content_range_header
returnsNone
for a value likebytes */-1
where the length is invalid, instead of raising anAssertionError
. :issue:2531
- Address remaining
ResourceWarning
related to the socket used byrun_simple
. Removeprepare_socket
, which now happens when creating the server. :issue:2421
- Update pre-existing headers for
multipart/form-data
requests with the test client. :issue:2549
- Fix handling of header extended parameters such that they are no longer quoted. :issue:
2529
LimitedStream.read
works correctly when wrapping a stream that may not return the requested size in oneread
call. :issue:2558
- A cookie header that starts with
=
is treated as an empty key and discarded, rather than stripping the leading==
.- Specify a maximum number of multipart parts, default 1000, after which a
RequestEntityTooLarge
exception is raised on parsing. This mitigates a DoS attack where a larger number of form/file parts would result in disproportionate resource use.Version 2.2.2
Released 2022-08-08
- Fix router to restore the 2.1
strict_slashes == False
behaviour whereby leaf-requests match branch rules and vice versa. :pr:2489
- Fix router to identify invalid rules rather than hang parsing them, and to correctly parse
/
within converter arguments. :pr:2489
- Update subpackage imports in :mod:
werkzeug.routing
to use theimport as
syntax for explicitly re-exporting public attributes. :pr:2493
- Parsing of some invalid header characters is more robust. :pr:
2494
- When starting the development server, a warning not to use it in a production deployment is always shown. :issue:
2480
LocalProxy.__wrapped__
is always set to the wrapped object when the proxy is unbound, fixing an issue in doctest that would cause it to fail. :issue:2485
- Address one
ResourceWarning
related to the socket used byrun_simple
. :issue:2421
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22a254f
release version 2.2.3517cac5
Merge pull request from GHSA-xg9f-g7g7-2323babc8d9
rewrite docs about request data limits09449ee
clean up docsfe899d0
limit the maximum number of multipart form partscf275f4
Merge pull request from GHSA-px8h-6qxv-m22q8c2b4b8
don't strip leading = when parsing cookie7c7ce5c
[pre-commit.ci] pre-commit autoupdate (#2585)19ae03e
[pre-commit.ci] auto fixes from pre-commit.com hooksa83d3b8
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Bumps ipython from 7.2.0 to 8.10.0.
Sourced from ipython's releases.
See https://pypi.org/project/ipython/
We do not use GitHub release anymore. Please see PyPI https://pypi.org/project/ipython/
7.9.0
No release notes provided.
7.8.0
No release notes provided.
7.7.0
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7.6.1
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7.6.0
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7.5.0
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7.4.0
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7.3.0
No release notes provided.
15ea1ed
release 8.10.0560ad10
DOC: Update what's new for 8.10 (#13939)7557ade
DOC: Update what's new for 8.10385d693
Merge pull request from GHSA-29gw-9793-fvw7e548ee2
Swallow potential exceptions from showtraceback() (#13934)0694b08
MAINT: mock slowest test. (#13885)8655912
MAINT: mock slowest test.a011765
Isolate the attack tests with setUp and tearDown methodsc7a9470
Add some regression tests for this changefd34cf5
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Bumps cryptography from 3.2 to 39.0.1.
Sourced from cryptography's changelog.
39.0.1 - 2023-02-07
* **SECURITY ISSUE** - Fixed a bug where ``Cipher.update_into`` accepted Python buffer protocol objects, but allowed immutable buffers. **CVE-2023-23931** * Updated Windows, macOS, and Linux wheels to be compiled with OpenSSL 3.0.8.
.. _v39-0-0:
39.0.0 - 2023-01-01
- BACKWARDS INCOMPATIBLE: Support for OpenSSL 1.1.0 has been removed. Users on older version of OpenSSL will need to upgrade.
- BACKWARDS INCOMPATIBLE: Dropped support for LibreSSL < 3.5. The new minimum LibreSSL version is 3.5.0. Going forward our policy is to support versions of LibreSSL that are available in versions of OpenBSD that are still receiving security support.
- BACKWARDS INCOMPATIBLE: Removed the
encode_point
andfrom_encoded_point
methods on :class:~cryptography.hazmat.primitives.asymmetric.ec.EllipticCurvePublicNumbers
, which had been deprecated for several years. :meth:~cryptography.hazmat.primitives.asymmetric.ec.EllipticCurvePublicKey.public_bytes
and :meth:~cryptography.hazmat.primitives.asymmetric.ec.EllipticCurvePublicKey.from_encoded_point
should be used instead.- BACKWARDS INCOMPATIBLE: Support for using MD5 or SHA1 in :class:
~cryptography.x509.CertificateBuilder
, other X.509 builders, and PKCS7 has been removed.- BACKWARDS INCOMPATIBLE: Dropped support for macOS 10.10 and 10.11, macOS users must upgrade to 10.12 or newer.
- ANNOUNCEMENT: The next version of
cryptography
(40.0) will change the way we link OpenSSL. This will only impact users who buildcryptography
from source (i.e., not from awheel
), and specify their own version of OpenSSL. For those users, theCFLAGS
,LDFLAGS
,INCLUDE
,LIB
, andCRYPTOGRAPHY_SUPPRESS_LINK_FLAGS
environment variables will no longer be respected. Instead, users will need to configure their buildsas documented here
_.- Added support for :ref:
disabling the legacy provider in OpenSSL 3.0.x<legacy-provider>
.- Added support for disabling RSA key validation checks when loading RSA keys via :func:
~cryptography.hazmat.primitives.serialization.load_pem_private_key
, :func:~cryptography.hazmat.primitives.serialization.load_der_private_key
, and :meth:~cryptography.hazmat.primitives.asymmetric.rsa.RSAPrivateNumbers.private_key
. This speeds up key loading but is :term:unsafe
if you are loading potentially attacker supplied keys.- Significantly improved performance for :class:
~cryptography.hazmat.primitives.ciphers.aead.ChaCha20Poly1305
... (truncated)
d6951dc
changelog + security fix backport (#8231)138da90
workaround scapy bug in downstream tests (#8218) (#8228)69527bc
bookworm is py311 now (#8200)111deef
backport main branch CI to 39.0.x (#8153)338a65a
39.0.0 version bump (#7954)84a3cd7
automatically download and upload circleci wheels (#7949)525c0b3
Type annotate release.py (#7951)46d2a94
Use the latest 3.10 release when wheel building (#7953)f150dc1
fix CI to work with ubuntu 22.04 (#7950)8867724
fix README for python3 (#7947)Dependabot will resolve any conflicts with this PR as long as you don't alter it yourself. You can also trigger a rebase manually by commenting @dependabot rebase
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Bumps certifi from 2018.11.29 to 2022.12.7.
9e9e840
2022.12.07b81bdb2
2022.09.24939a28f
2022.09.14aca828a
2022.06.15.2de0eae1
Only use importlib.resources's new files() / Traversable API on Python ≥3.11 ...b8eb5e9
2022.06.15.147fb7ab
Fix deprecation warning on Python 3.11 (#199)b0b48e0
fixes #198 -- update link in license9d514b4
2022.06.154151e88
Add py.typed to MANIFEST.in to package in sdist (#196)Dependabot will resolve any conflicts with this PR as long as you don't alter it yourself. You can also trigger a rebase manually by commenting @dependabot rebase
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Bumps pillow from 5.4.1 to 9.3.0.
Sourced from pillow's releases.
9.3.0
https://pillow.readthedocs.io/en/stable/releasenotes/9.3.0.html
Changes
- Initialize libtiff buffer when saving #6699 [
@radarhere
]- Limit SAMPLESPERPIXEL to avoid runtime DOS #6700 [
@wiredfool
]- Inline fname2char to fix memory leak #6329 [
@nulano
]- Fix memory leaks related to text features #6330 [
@nulano
]- Use double quotes for version check on old CPython on Windows #6695 [
@hugovk
]- GHA: replace deprecated set-output command with GITHUB_OUTPUT file #6697 [
@nulano
]- Remove backup implementation of Round for Windows platforms #6693 [
@cgohlke
]- Upload fribidi.dll to GitHub Actions #6532 [
@nulano
]- Fixed set_variation_by_name offset #6445 [
@radarhere
]- Windows build improvements #6562 [
@nulano
]- Fix malloc in _imagingft.c:font_setvaraxes #6690 [
@cgohlke
]- Only use ASCII characters in C source file #6691 [
@cgohlke
]- Release Python GIL when converting images using matrix operations #6418 [
@hmaarrfk
]- Added ExifTags enums #6630 [
@radarhere
]- Do not modify previous frame when calculating delta in PNG #6683 [
@radarhere
]- Added support for reading BMP images with RLE4 compression #6674 [
@npjg
]- Decode JPEG compressed BLP1 data in original mode #6678 [
@radarhere
]- pylint warnings #6659 [
@marksmayo
]- Added GPS TIFF tag info #6661 [
@radarhere
]- Added conversion between RGB/RGBA/RGBX and LAB #6647 [
@radarhere
]- Do not attempt normalization if mode is already normal #6644 [
@radarhere
]- Fixed seeking to an L frame in a GIF #6576 [
@radarhere
]- Consider all frames when selecting mode for PNG save_all #6610 [
@radarhere
]- Don't reassign crc on ChunkStream close #6627 [
@radarhere
]- Raise a warning if NumPy failed to raise an error during conversion #6594 [
@radarhere
]- Only read a maximum of 100 bytes at a time in IMT header #6623 [
@radarhere
]- Show all frames in ImageShow #6611 [
@radarhere
]- Allow FLI palette chunk to not be first #6626 [
@radarhere
]- If first GIF frame has transparency for RGB_ALWAYS loading strategy, use RGBA mode #6592 [
@radarhere
]- Round box position to integer when pasting embedded color #6517 [
@radarhere
]- Removed EXIF prefix when saving WebP #6582 [
@radarhere
]- Pad IM palette to 768 bytes when saving #6579 [
@radarhere
]- Added DDS BC6H reading #6449 [
@ShadelessFox
]- Added support for opening WhiteIsZero 16-bit integer TIFF images #6642 [
@JayWiz
]- Raise an error when allocating translucent color to RGB palette #6654 [
@jsbueno
]- Moved mode check outside of loops #6650 [
@radarhere
]- Added reading of TIFF child images #6569 [
@radarhere
]- Improved ImageOps palette handling #6596 [
@PososikTeam
]- Defer parsing of palette into colors #6567 [
@radarhere
]- Apply transparency to P images in ImageTk.PhotoImage #6559 [
@radarhere
]- Use rounding in ImageOps contain() and pad() #6522 [
@bibinhashley
]- Fixed GIF remapping to palette with duplicate entries #6548 [
@radarhere
]- Allow remap_palette() to return an image with less than 256 palette entries #6543 [
@radarhere
]- Corrected BMP and TGA palette size when saving #6500 [
@radarhere
]
... (truncated)
Sourced from pillow's changelog.
9.3.0 (2022-10-29)
Limit SAMPLESPERPIXEL to avoid runtime DOS #6700 [wiredfool]
Initialize libtiff buffer when saving #6699 [radarhere]
Inline fname2char to fix memory leak #6329 [nulano]
Fix memory leaks related to text features #6330 [nulano]
Use double quotes for version check on old CPython on Windows #6695 [hugovk]
Remove backup implementation of Round for Windows platforms #6693 [cgohlke]
Fixed set_variation_by_name offset #6445 [radarhere]
Fix malloc in _imagingft.c:font_setvaraxes #6690 [cgohlke]
Release Python GIL when converting images using matrix operations #6418 [hmaarrfk]
Added ExifTags enums #6630 [radarhere]
Do not modify previous frame when calculating delta in PNG #6683 [radarhere]
Added support for reading BMP images with RLE4 compression #6674 [npjg, radarhere]
Decode JPEG compressed BLP1 data in original mode #6678 [radarhere]
Added GPS TIFF tag info #6661 [radarhere]
Added conversion between RGB/RGBA/RGBX and LAB #6647 [radarhere]
Do not attempt normalization if mode is already normal #6644 [radarhere]
... (truncated)
d594f4c
Update CHANGES.rst [ci skip]909dc64
9.3.0 version bump1a51ce7
Merge pull request #6699 from hugovk/security-libtiff_buffer2444cdd
Merge pull request #6700 from hugovk/security-samples_per_pixel-sec744f455
Added release notes0846bfa
Add to release notes799a6a0
Fix linting00b25fd
Hide UserWarning in logs05b175e
Tighter test case13f2c5a
Prevent DOS with large SAMPLESPERPIXEL in Tiff IFDDependabot will resolve any conflicts with this PR as long as you don't alter it yourself. You can also trigger a rebase manually by commenting @dependabot rebase
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