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- Added support for more models and processors in `CLIPScore` ([#2978](https://github.com/Lightning-AI/torchmetrics/pull/2978))
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- Added `JensenShannonDivergence` metric to regression package ([#2992](https://github.com/Lightning-AI/torchmetrics/pull/2992))
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- Added `ClusterAccuracy` metric to cluster package ([#2777](https://github.com/Lightning-AI/torchmetrics/pull/2777))
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- Added `ARNIQA` metric to image domain ([#2953](https://github.com/PyTorchLightning/metrics/pull/2953))
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- Added support for more models and processors in `CLIPScore` ([#2978](https://github.com/PyTorchLightning/metrics/pull/2978))
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- Added `DeepImageStructureAndTextureSimilarity` to image package ([#2993](https://github.com/PyTorchLightning/metrics/pull/2993))
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- Added `Equal Error Rate (EER)` to classification package ([#3013](https://github.com/PyTorchLightning/metrics/pull/3013))
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- Added `Equal Error Rate (EER)` to classification package ([#3013](https://github.com/Lightning-AI/torchmetrics/pull/3013))
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- Added functional interface to `MeanAveragePrecision` metric ([#3011](https://github.com/Lightning-AI/torchmetrics/pull/3011))
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### Changed
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- Making `num_classes` optional for `one-hot` inputs in `MeanIoU` ([#3012](https://github.com/Lightning-AI/torchmetrics/pull/3012))
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### Removed
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- Removed `Dice` from classification ([#3017](https://github.com/PyTorchLightning/metrics/pull/3017))
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- Removed `Dice` from classification ([#3017](https://github.com/Lightning-AI/torchmetrics/pull/3017))
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### Fixed
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-Fix edge case in integration between classwise wrapper and metric tracker ([#3008](https://github.com/Lightning-AI/torchmetrics/pull/3008))
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-Fix IndexError in MultiClassAccuracy when using top_k with single sample ([#3021](https://github.com/Lightning-AI/torchmetrics/pull/3021))
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-Fixed edge case in integration between class-wise wrapper and metric tracker ([#3008](https://github.com/Lightning-AI/torchmetrics/pull/3008))
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-Fixed `IndexError` in `MultiClassAccuracy` when using `top_k` with single sample ([#3021](https://github.com/Lightning-AI/torchmetrics/pull/3021))
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