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Datasets, Transforms and Models specific to Computer Vision

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Fixes #6242

module: models
new feature
cla signed

This is the continuation of the work from #6198 to finalize the API of MViT class. The PR extends TorchVision's existing MViT architecture to support [v2](https://arxiv.org/abs/2112.01526) variants. The `mvit_v2_s` variant...

enhancement
module: models
cla signed

This is happening since roughly a month (first detection in #6274), but was masked by #6268. http://www.cs.virginia.edu/~vicente/sbucaptions/ The server is still up, but the path is no longer valid. I'll...

bug
module: datasets
dependency issue

Adresses #6268. The bot is spamming this once per day. Let's revisit this before the next release to see if we can reinstate the test or disable downloads for Places365...

module: datasets
dependency issue
module: ci
cla signed

See https://github.com/pytorch/pytorch/issues/26817 for what this does FB only: Chronos job page: https://our.internmc.facebook.com/intern/chronos/job/?jobname=torchvision%20nightly%20trigger&smc=chronos_gp_admin_client (click "Run Now" to manually trigger a nightly)

cla signed
ciflow/default

### 🚀 The feature We need to currently close the Issues raised by our automated tests for datasets manually. https://github.com/pytorch/vision/issues?q=is%3Aissue+is%3Aopen+Scheduled+workflow+failed ? Sometimes they get bunched up or we forget to...

module: datasets
module: ci

This function is called when loading every single sample, but its complexity is `O(num_classes)` because of the `.index()` call, which is probably overkill. A simple dict lookup should be enough...

Fixes #6192 Adds GaussianNoise transform functionality to the torchvision.transform. -Basic GaussianNoise augmentation technique

cla signed

A similar fix proposed previously by #5602 failed the CI tests. I made some amendments, and it is compilable in my environment. It should now correct the problem raised in...

enhancement
topic: build
cla signed

This is a duplicate of https://github.com/pytorch/vision/pull/6383 It's intended to generate and upload the 0.13 cocoapod binary, do not merge this PR. CircleCI doesn't want to authorize the ios_binary_upload step on...

cla signed