Robin Cole

VHR10 uses 'masks' as data_key, not 'mask'

2

### Description As title. All other datasets uses `mask` and [this is supported](https://kornia.readthedocs.io/en/stable/augmentation.container.html#kornia.augmentation.container.AugmentationSequential) by kornia, and the [segmentation trainer requires it](https://github.com/microsoft/torchgeo/blob/main/torchgeo/trainers/segmentation.py#L229). This should be addressed by converting references of `masks`...

Support classwise metrics

3

### Summary This FR is to add support for classwise metrics to the segmentation trainer ### Rationale There can be many classes in a dataset and we want class specific...

### Describe the bug It appears RandomTransplantation is incompatible type for AugmentationSequential, although the use is documented in the Note [here](AugmentationSequential). Reviewing the chain: `RandomTransplantation(MixAugmentationBaseV2)` > `MixAugmentationBaseV2(_BasicAugmentationBase)` > `_BasicAugmentationBase(Module)` where...

https://blog.roboflow.com/computer-vision-mqtt/

https://github.com/Mjrovai/Bee-Counting

Clarify that nan is supported in zero_division

4

This option added in https://github.com/Lightning-AI/torchmetrics/pull/2198 to create equivalence with [sklearn](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.precision_score.html#sklearn-metrics-precision-score) also supports passing through a nan if I am not mistaken, based on the implementation of `torchmetrics.utilities.compute._safe_divide`. I wanted to...

as title

Save detection area with CSVSink

10

### Search before asking - [X] I have searched the Supervision [issues](https://github.com/roboflow/supervision/issues) and found no similar feature requests. ### Description I would like to save all the Detections data to...

Updated to use `CHECKPOINT_PATH = "https://clay-model-ckpt.s3.amazonaws.com/v0.5.7/mae_v0.5.7_epoch-13_val-loss-0.3098.ckpt"` At the cell which creates the datamodule I get: ```python --------------------------------------------------------------------------- ValueError Traceback (most recent call last) Cell In[6], line 12 1 # For...

Can you link to the paper?

1

Thanks