Bump torchvision from 0.10.0 to 0.13.0

[dependabot[bot]]

Bumps torchvision from 0.10.0 to 0.13.0.

Release notes

Sourced from torchvision's releases.

TorchVision 0.13, including new Multi-weights API, new pre-trained weights, and more

Highlights

Models

Multi-weight support API

TorchVision v0.13 offers a new Multi-weight support API for loading different weights to the existing model builder methods:

from torchvision.models import *
Old weights with accuracy 76.130%
resnet50(weights=ResNet50_Weights.IMAGENET1K_V1)
New weights with accuracy 80.858%
resnet50(weights=ResNet50_Weights.IMAGENET1K_V2)
Best available weights (currently alias for IMAGENET1K_V2)
Note that these weights may change across versions
resnet50(weights=ResNet50_Weights.DEFAULT)
Strings are also supported
resnet50(weights="IMAGENET1K_V2")
No weights - random initialization
resnet50(weights=None)

The new API bundles along with the weights important details such as the preprocessing transforms and meta-data such as labels. Here is how to make the most out of it:

from torchvision.io import read_image
from torchvision.models import resnet50, ResNet50_Weights
img = read_image("test/assets/encode_jpeg/grace_hopper_517x606.jpg")
Step 1: Initialize model with the best available weights
weights = ResNet50_Weights.DEFAULT
model = resnet50(weights=weights)
model.eval()
Step 2: Initialize the inference transforms
preprocess = weights.transforms()
</tr></table>

... (truncated)

Commits

• da3794e Fix all broken URLs (#6176) (#6177)
• c7091ec Adding _log_api_usage_once to Swin's reusable components. (#6175)
• 1a4afa9 Fix push on release reference name (#6170) (#6171)
• 61ecd18 Make sure tests are executed on pull and on push to release but not tag (#6169)
• 94c81c2 M1 fixes cherry (#6167)
• 9dd7cfd Add new .. betastatus:: directive and document Beta APIs (#6115) (#6165)
• 3ced9c1 Fix minor typo in optical flow gallery example (#6163) (#6164)
• 31414e1 Update _pil_constants.py (#6154) (#6156)
• 685b689 Fix ViT and Resnext docs (#6150) (#6151)
• 072aa71 Put back CelebA download (#6147) (#6149)
• Additional commits viewable in compare view

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This issue has been automatically marked as stale because it has not had recent activity. It will be closed if no further activity occurs. Thank you for your contributions.

[dependabot[bot]]

Superseded by #384.