jevois::dnn Namespace Reference

Namespaces
	network
	pipeline
	postprocessor
	preprocessor
	yunet

Classes
class	Network
	Abstract class to represent a neural network. More...
class	NetworkHailo
	Wrapper around an DNN neural network running on the Hailo8 neural accelerator. More...
class	NetworkNPU
	Wrapper around a DNN neural network running on Amlogic A311D NPU accelerator (Verisilicon) More...
class	NetworkONNX
	Wrapper around an ONNX-Runtime neural network. More...
class	NetworkOpenCV
	Wrapper around an OpenCV DNN neural network. More...
class	NetworkPython
	Wrapper around an DNN neural network invoked through python. More...
class	NetworkPythonImpl
class	NetworkTPU
	Wrapper around a Coral TPU neural network. More...
class	Pipeline
	Neural processing pipeline. More...
class	PostProcessor
	Post-Processor for neural network pipeline. More...
class	PostProcessorClassify
	Post-Processor for neural network pipeline. More...
class	PostProcessorDetect
	Post-Processor for neural network pipeline. More...
class	PostProcessorDetectYOLO
	Post-Processor sub-component for raw YOLO decoding. More...
class	PostProcessorDetectYOLOforPython
	YOLO post-processor exposed to python. More...
class	PostProcessorPython
	Post-Processor for neural network pipeline. More...
class	PostProcessorPythonImpl
class	PostProcessorSegment
	Post-Processor for neural network pipeline. More...
class	PostProcessorStub
	Post-Processor for neural network pipeline. More...
class	PostProcessorYuNet
	Post-Processor for YuNet face landmarks detector. More...
class	PreProcessor
	Pre-Processor for neural network pipeline. More...
class	PreProcessorBlob
	Pre-Processor for neural network pipeline. More...
class	PreProcessorForPython
	Pre-Processor interface exposed to the python side. More...
class	PreProcessorPython
	Pre-Processor for neural network pipeline written in python. More...
class	PreProcessorPythonImpl

Functions
std::map< int, std::string >	readLabelsFile (std::string const &fname)
	Read a label file. More...
std::string	getLabel (std::map< int, std::string > const &labels, int id)
	Get a label from an id. More...
int	stringToRGBA (std::string const &label, unsigned char alpha=128)
	Compute a color from a label name. More...
void	topK (float const *pfProb, float *pfMaxProb, uint32_t *pMaxClass, uint32_t outputCount, uint32_t topNum)
	Get top-k entries and their indices. More...
std::string	shapestr (cv::Mat const &m)
	Get a string of the form: "nD AxBxC... TYPE" from an n-dimensional cv::Mat with data type TYPE. More...
std::string	shapestr (TfLiteTensor const *t)
	Get a string of the form: "nD AxBxC... TYPE" from an n-dimensional TfLiteTensor with data type TYPE. More...
std::string	shapestr (vsi_nn_tensor_attr_t const &attr)
	Get a string of the form: "nD AxBxC... TYPE" from an n-dimensional NPU tensor with data type TYPE. More...
std::vector< size_t >	strshape (std::string const &str)
	Get a vector of size_t from a string containing AxBxC... More...
int	tf2cv (TfLiteType t)
	Convert from TensorFlow data type to OpenCV. More...
vsi_nn_type_e	tf2vsi (TfLiteType t)
	Convert from TensorFlow data type to vsi_nn. More...
int	vsi2cv (vsi_nn_type_e t)
	Convert from NPU data type to OpenCV. More...
void	clamp (cv::Rect &r, int width, int height)
	Clamp a rectangle to within given image width and height. More...
void	clamp (cv::Rect2f &r, float width, float height)
	Clamp a rectangle to within given image width and height. More...
std::vector< vsi_nn_tensor_attr_t >	parseTensorSpecs (std::string const &specs)
	Parse tensor specification. More...
cv::Mat	attrmat (vsi_nn_tensor_attr_t const &attr, void *dataptr=nullptr)
	Construct a cv::Mat from attr and possibly data pointer. More...
std::vector< int >	attrdims (vsi_nn_tensor_attr_t const &attr)
	Get a tensor dims as a vector of int, useful to construct a matching cv::Mat. More...
cv::Size	attrsize (vsi_nn_tensor_attr_t const &attr)
	Get a tensor's (width, height) size in cv::Size format, skipping over other dimensions. More...
std::string	attrstr (vsi_nn_tensor_attr_t const &attr)
	Get a string describing the specs of a tensor, including quantification specs (not provided by shapestr()) More...
bool	attrmatch (vsi_nn_tensor_attr_t const &attr, cv::Mat const &blob)
	Check that a cv::Mat blob matches exactly the spec of an attr. More...
vsi_nn_tensor_attr_t	tensorattr (TfLiteTensor const *t)
	Get tensor shape and type attributes for a TensorFlow Lite tensor. More...
size_t	softmax (float const *input, size_t const n, size_t const stride, float const fac, float *output, bool maxonly)
	Apply softmax to a float vector. More...
cv::Mat	quantize (cv::Mat const &m, vsi_nn_tensor_attr_t const &attr)
	Quantize from float32 to fixed-point according to the quantization spec in attr. More...
cv::Mat	dequantize (cv::Mat const &m, vsi_nn_tensor_attr_t const &attr)
	Dequantize an output to float32 according to the quantization spec in attr. More...
size_t	effectiveDims (cv::Mat const &m)
	Returns the number of non-unit dims in a cv::Mat. More...
std::string	shapestr (hailo_vstream_info_t const &vi)
	Get a string of the form: "nD AxBxC... TYPE" from an n-dimensional Hailo tensor with data type TYPE. More...
vsi_nn_tensor_attr_t	tensorattr (hailo_vstream_info_t const &vi)
	Get tensor shape and type attributes for a Hailo tensor. More...
vsi_nn_type_e	hailo2vsi (hailo_format_type_t t)
	Convert from Hailo data type to vsi_nn. More...
vsi_nn_type_e	onnx2vsi (ONNXTensorElementDataType t)
	Convert from ONNX-Runtime data type to vsi_nn. More...
std::string	shapestr (Ort::ConstTensorTypeAndShapeInfo const &ti)
	Get a string of the form: "nD AxBxC... TYPE" from an n-dimensional ONNX tensor with data type TYPE. More...
vsi_nn_tensor_attr_t	tensorattr (Ort::ConstTensorTypeAndShapeInfo const &ti)
	Get tensor shape and type attributes for an ONNX-runtime tensor. More...