Log the confusion matrix to Comet experiment.

Log the confusion matrix to Comet experiment.

Log files (images) as debug samples in the ClearML task. Args: files (list): A list of file paths in PosixPath format. title

Log files (images) as debug samples in the ClearML task. Args: files (list): A list of file paths in PosixPath format. title

Logs predicted boxes for a single image during training.

Logs predicted boxes for a single image during training.

Log scalars to the NeptuneAI experiment logger.

Log scalars to the NeptuneAI experiment logger.

Log the best-trained model to Comet.ml.

Log the best-trained model to Comet.ml.

Logs scalar values to TensorBoard.

Logs scalar values to TensorBoard.

Create a new video capture object.

Create a new video capture object.

Create a new video capture object.

Create a new video capture object.

Positionally encode points that are normalized to [0,1].

Positionally encode points that are normalized to [0,1].

Return correct prediction matrix Arguments: detections (array[N, 6]), x1, y1, x2, y2, conf, class labels (arr

Return correct prediction matrix Arguments: detections (array[N, 6]), x1, y1, x2, y2, conf, class labels (arr

Return correct prediction matrix Arguments: detections (array[N, 6]), x1, y1, x2, y2, conf, class labels (arr

Return correct prediction matrix Arguments: detections (array[N, 6]), x1, y1, x2, y2, conf, class labels (arr

Profile the computation time and FLOPs of a single layer of the model on a given input. Appends the results to the provided list.

Profile the computation time and FLOPs of a single layer of the model on a given input. Appends the results to the provided list.

Tie or clone module weights depending of weither we are using TorchScript or not

Tie or clone module weights depending of weither we are using TorchScript or not

Tie or clone module weights depending of weither we are using TorchScript or not

Update labels.

Update labels.

Add a callback.

Add a callback.

Handle rect and mosaic situation.

Handle rect and mosaic situation.

r"""Appends text underneath an image of size (height, width, channels). The returned image has white text on a black background. Uses textwrap to

Loads an ensemble of models weights=[a,b,c] or a single model weights=[a] or weights=a.

Loads an ensemble of models weights=[a,b,c] or a single model weights=[a] or weights=a.

Pad to 'same' shape outputs.

Pad to 'same' shape outputs.

Calculates boxes in XYXY format around masks. Return [0,0,0,0] for an empty mask. For input shape C1xC2x...xHxW, the output shape is C1xC2x..

Calculates boxes in XYXY format around masks. Return [0,0,0,0] for an empty mask. For input shape C1xC2x...xHxW, the output shape is C1xC2x..

Benchmark a YOLO model across different formats for speed and accuracy. Args: model (str | Path | optional): Path to the model file

Benchmark a YOLO model across different formats for speed and accuracy. Args: model (str | Path | optional): Path to the model file

Convert bounding boxes from XYXY format to XYWH format.

Convert bounding boxes from XYXY format to XYWH format.

Build a SAM model specified by ckpt.

Build a SAM model specified by ckpt.

Build YOLO Dataset

Build YOLO Dataset

Returns list of utf-8 byte and a corresponding list of unicode strings. The reversible bpe codes work on unicode strings. This means you

Returns list of utf-8 byte and a corresponding list of unicode strings. The reversible bpe codes work on unicode strings. This means you

Returns list of utf-8 byte and a corresponding list of unicode strings. The reversible bpe codes work on unicode strings. This means you

Given something that might be a URL (or might be a local path), determine which. If it's a URL, download the file and cache it, and retur

Given something that might be a URL (or might be a local path), determine which. If it's a URL, download the file and cache it, and retur

Given something that might be a URL (or might be a local path), determine which. If it's a URL, download the file and cache it, and retur

Convert a configuration object to a dictionary, whether it is a file path, a string, or a SimpleNamespace object. Args: cfg (str | P

Convert a configuration object to a dictionary, whether it is a file path, a string, or a SimpleNamespace object. Args: cfg (str | P

Guess from YAML dictionary.

Guess from YAML dictionary.

Check a classification dataset such as Imagenet. This function takes a `dataset` name as input and returns a dictionary containing informati

Check a classification dataset such as Imagenet. This function takes a `dataset` name as input and returns a dictionary containing informati

Find font locally or download to user's configuration directory if it does not already exist. Args: font (str): Path or name of font