Robin Cole

### Search before asking - [X] I have searched the YOLOv8 [issues](https://github.com/ultralytics/ultralytics/issues) and found no similar bug report. ### YOLOv8 Component Training ### Bug Using `yolo task=detect mode=train ..` the...

### Description [In the init of OSCD](https://github.com/microsoft/torchgeo/blob/778acd221619dc54dddd1ccd1a159780f9e287af/torchgeo/datamodules/oscd.py#L79C9-L79C57): ```python super().__init__(OSCD, 1, num_workers, **kwargs) ``` However other datamodules pass along the batchsize: [e.g.](https://github.com/microsoft/torchgeo/blob/778acd221619dc54dddd1ccd1a159780f9e287af/torchgeo/datamodules/ucmerced.py#L32C9-L32C70) ``` super().__init__(UCMerced, batch_size, num_workers, **kwargs) ``` This also affects:...

### Issue In the segmentation trainer, MulticlassAccuracy MulticlassJaccardIndex uses ` average="micro"` rather than the torchmetrics default macro. From slack: Macro weights per patch (what is the average accuracy of each...

pretrained_weights example will not work with the timm model

7

### Issue These [docs](https://torchgeo.readthedocs.io/en/stable/tutorials/pretrained_weights.html) describe creation of a timm model if you do not want to use `ClassificationTask`, but if you replace the final cell: ``` trainer.fit(model=task -> trainer.fit(model=model ```...

Add instructions on downloading the DeepGlobeLandCover dataset

2

### Issue The [dataset](https://torchgeo.readthedocs.io/en/stable/api/datasets.html#torchgeo.datasets.DeepGlobeLandCover) docs state `The dataset that we use with a custom train/test split can be downloaded from Kaggle` - however this is a necessity as you cannot...

Update xView dataset to return image1, image2

3

### Summary https://github.com/microsoft/torchgeo/pull/1684 updated OSCD to return `["image1", "image2", "mask"]`. This issue is to track other CD datasets that require this change: - [LEVIRCDPlus](https://torchgeo.readthedocs.io/en/stable/api/datasets.html#levir-cd) - [DONE](https://github.com/microsoft/torchgeo/pull/1696) - [xview2](https://torchgeo.readthedocs.io/en/stable/api/datasets.html#xview2) - requires...

These contain long term data https://data.home-assistant.io/docs/statistics/

Ref to add

2

https://github.com/pedbrgs/Fire-Detection

Geotiff images are not displayed[BUG]

2

### Describe the problem I have create a geotif dataset following [this approach](https://docs.voxel51.com/user_guide/dataset_creation/datasets.html#geotiffdataset-import) On running the app, images are not displayed: ### System information - **OS Platform and Distribution** MacOS...

Multidata dataset returns Sorry, the file you have requested does not exist.

1

The gdrive link on main README returns `Sorry, the file you have requested does not exist.`