In Torchmetrics v1.4, we are happy to introduce a new domain of metrics to the library: segmentation metrics. Segmentation metrics are used to evaluate how well segmentation algorithms are performing, e.g., algorithms that take in an image and pixel-by-pixel decide what kind of object it is. These kind of algorithms are necessary in applications such as self driven cars. Segmentations are closely related to classification metrics, but for now, in Torchmetrics, expect the input to be formatted differently; see the documentation for more info. For now, MeanIoU and GeneralizedDiceScore have been added to the subpackage, with many more to follow in upcoming releases of Torchmetrics. We are happy to receive any feedback on metrics to add in the future or the user interface for the new segmentation metrics.
Torchmetrics v1.3 adds new metrics to the classification and image subpackage and has multiple bug fixes and other quality-of-life improvements. We refer to the changelog for the complete list of changes.
[1.4.0] - 2024-05-03
Added
Added SensitivityAtSpecificity metric to classification subpackage (#2217)
Added QualityWithNoReference metric to image subpackage (#2288)
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.
Dependabot commands and options
You can trigger Dependabot actions by commenting on this PR:
- `@dependabot rebase` will rebase this PR
- `@dependabot recreate` will recreate this PR, overwriting any edits that have been made to it
- `@dependabot merge` will merge this PR after your CI passes on it
- `@dependabot squash and merge` will squash and merge this PR after your CI passes on it
- `@dependabot cancel merge` will cancel a previously requested merge and block automerging
- `@dependabot reopen` will reopen this PR if it is closed
- `@dependabot close` will close this PR and stop Dependabot recreating it. You can achieve the same result by closing it manually
- `@dependabot show ignore conditions` will show all of the ignore conditions of the specified dependency
- `@dependabot ignore this major version` will close this PR and stop Dependabot creating any more for this major version (unless you reopen the PR or upgrade to it yourself)
- `@dependabot ignore this minor version` will close this PR and stop Dependabot creating any more for this minor version (unless you reopen the PR or upgrade to it yourself)
- `@dependabot ignore this dependency` will close this PR and stop Dependabot creating any more for this dependency (unless you reopen the PR or upgrade to it yourself)
Bumps torchmetrics from 1.3.2 to 1.4.0.post0.
Release notes
Sourced from torchmetrics's releases.
... (truncated)
Changelog
Sourced from torchmetrics's changelog.
... (truncated)
Commits
3f11239
correction release1.4.0.post
dd5b67e
build(deps): update matplotlib requirement from <3.8.0,>=3.3.0 to >=3.3.0,<3....8deefe0
build(deps): update regex requirement from <=2024.4.16,>=2021.9.24 to >=2021....5d707c0
build(deps): bump pytest-xdist from 3.5.0 to 3.6.1 in /requirements (#2537)68f21b7
build(deps): update numpy requirement from <1.25.0 to <1.27.0 in /requirement...1e54cdd
build(deps): update scikit-image requirement from ~=0.21 to ~=0.22 in /requir...71c088f
build(deps): bump coverage from 7.5.0 to 7.5.1 in /requirements (#2529)e5a00a2
build(deps): update pytorch-lightning requirement from <2.0.0,>=1.9.0 to >=1....df45079
ci/test: patch unstabletest_bleu_score_functional
(#2533)d44b729
req: movepretty-errors
and option fordebug
extras (#2527)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
.Dependabot commands and options
You can trigger Dependabot actions by commenting on this PR: - `@dependabot rebase` will rebase this PR - `@dependabot recreate` will recreate this PR, overwriting any edits that have been made to it - `@dependabot merge` will merge this PR after your CI passes on it - `@dependabot squash and merge` will squash and merge this PR after your CI passes on it - `@dependabot cancel merge` will cancel a previously requested merge and block automerging - `@dependabot reopen` will reopen this PR if it is closed - `@dependabot close` will close this PR and stop Dependabot recreating it. You can achieve the same result by closing it manually - `@dependabot show