pub struct QualityBRISQUE { /* private fields */ }Expand description
BRISQUE (Blind/Referenceless Image Spatial Quality Evaluator) is a No Reference Image Quality Assessment (NR-IQA) algorithm.
BRISQUE computes a score based on extracting Natural Scene Statistics (https://en.wikipedia.org/wiki/Scene_statistics) and calculating feature vectors. See Mittal et al. Mittal2 for original paper and original implementation Mittal2_software .
A trained model is provided in the /samples/ directory and is trained on the LIVE-R2 database Sheikh as in the original implementation. When evaluated against the TID2008 database Ponomarenko , the SROCC is -0.8424 versus the SROCC of -0.8354 in the original implementation. C++ code for the BRISQUE LIVE-R2 trainer and TID2008 evaluator are also provided in the /samples/ directory.
Implementations§
Source§impl QualityBRISQUE
impl QualityBRISQUE
Sourcepub fn create(
model_file_path: &str,
range_file_path: &str,
) -> Result<Ptr<QualityBRISQUE>>
pub fn create( model_file_path: &str, range_file_path: &str, ) -> Result<Ptr<QualityBRISQUE>>
Create an object which calculates quality
§Parameters
- model_file_path: cv::String which contains a path to the BRISQUE model data, eg. /path/to/brisque_model_live.yml
- range_file_path: cv::String which contains a path to the BRISQUE range data, eg. /path/to/brisque_range_live.yml
Sourcepub fn create_1(
model: &Ptr<SVM>,
range: &impl MatTraitConst,
) -> Result<Ptr<QualityBRISQUE>>
pub fn create_1( model: &Ptr<SVM>, range: &impl MatTraitConst, ) -> Result<Ptr<QualityBRISQUE>>
Create an object which calculates quality
§Parameters
- model: cv::Ptrcv::ml::SVM which contains a loaded BRISQUE model
- range: cv::Mat which contains BRISQUE range data
Sourcepub fn compute(
img: &impl ToInputArray,
model_file_path: &str,
range_file_path: &str,
) -> Result<Scalar>
pub fn compute( img: &impl ToInputArray, model_file_path: &str, range_file_path: &str, ) -> Result<Scalar>
static method for computing quality
§Parameters
- img: image for which to compute quality
- model_file_path: cv::String which contains a path to the BRISQUE model data, eg. /path/to/brisque_model_live.yml
- range_file_path: cv::String which contains a path to the BRISQUE range data, eg. /path/to/brisque_range_live.yml
§Returns
cv::Scalar with the score in the first element. The score ranges from 0 (best quality) to 100 (worst quality)
Sourcepub fn compute_features(
img: &impl ToInputArray,
features: &mut impl ToOutputArray,
) -> Result<()>
pub fn compute_features( img: &impl ToInputArray, features: &mut impl ToOutputArray, ) -> Result<()>
static method for computing image features used by the BRISQUE algorithm
§Parameters
- img: image (BGR(A) or grayscale) for which to compute features
- features: output row vector of features to cv::Mat or cv::UMat
Trait Implementations§
Source§impl AlgorithmTrait for QualityBRISQUE
impl AlgorithmTrait for QualityBRISQUE
Source§impl AlgorithmTraitConst for QualityBRISQUE
impl AlgorithmTraitConst for QualityBRISQUE
fn as_raw_Algorithm(&self) -> *const c_void
Source§fn write(&self, fs: &mut impl FileStorageTrait) -> Result<()>
fn write(&self, fs: &mut impl FileStorageTrait) -> Result<()>
Source§fn write_1(&self, fs: &mut impl FileStorageTrait, name: &str) -> Result<()>
fn write_1(&self, fs: &mut impl FileStorageTrait, name: &str) -> Result<()>
Source§fn write_with_name(&self, fs: &Ptr<FileStorage>, name: &str) -> Result<()>
fn write_with_name(&self, fs: &Ptr<FileStorage>, name: &str) -> Result<()>
Source§fn write_with_name_def(&self, fs: &Ptr<FileStorage>) -> Result<()>
fn write_with_name_def(&self, fs: &Ptr<FileStorage>) -> Result<()>
§Note
Source§fn empty(&self) -> Result<bool>
fn empty(&self) -> Result<bool>
Source§fn save(&self, filename: &str) -> Result<()>
fn save(&self, filename: &str) -> Result<()>
Source§fn get_default_name(&self) -> Result<String>
fn get_default_name(&self) -> Result<String>
Source§impl Boxed for QualityBRISQUE
impl Boxed for QualityBRISQUE
Source§unsafe fn from_raw(
ptr: <QualityBRISQUE as OpenCVFromExtern>::ExternReceive,
) -> Self
unsafe fn from_raw( ptr: <QualityBRISQUE as OpenCVFromExtern>::ExternReceive, ) -> Self
Source§fn into_raw(
self,
) -> <QualityBRISQUE as OpenCVTypeExternContainer>::ExternSendMut
fn into_raw( self, ) -> <QualityBRISQUE as OpenCVTypeExternContainer>::ExternSendMut
Source§fn as_raw(&self) -> <QualityBRISQUE as OpenCVTypeExternContainer>::ExternSend
fn as_raw(&self) -> <QualityBRISQUE as OpenCVTypeExternContainer>::ExternSend
Source§fn as_raw_mut(
&mut self,
) -> <QualityBRISQUE as OpenCVTypeExternContainer>::ExternSendMut
fn as_raw_mut( &mut self, ) -> <QualityBRISQUE as OpenCVTypeExternContainer>::ExternSendMut
Source§impl Debug for QualityBRISQUE
impl Debug for QualityBRISQUE
Source§impl Drop for QualityBRISQUE
impl Drop for QualityBRISQUE
Source§impl From<QualityBRISQUE> for Algorithm
impl From<QualityBRISQUE> for Algorithm
Source§fn from(s: QualityBRISQUE) -> Self
fn from(s: QualityBRISQUE) -> Self
Source§impl From<QualityBRISQUE> for QualityBase
impl From<QualityBRISQUE> for QualityBase
Source§fn from(s: QualityBRISQUE) -> Self
fn from(s: QualityBRISQUE) -> Self
Source§impl QualityBRISQUETrait for QualityBRISQUE
impl QualityBRISQUETrait for QualityBRISQUE
Source§impl QualityBRISQUETraitConst for QualityBRISQUE
impl QualityBRISQUETraitConst for QualityBRISQUE
fn as_raw_QualityBRISQUE(&self) -> *const c_void
Source§impl QualityBaseTrait for QualityBRISQUE
impl QualityBaseTrait for QualityBRISQUE
Source§impl TryFrom<QualityBase> for QualityBRISQUE
impl TryFrom<QualityBase> for QualityBRISQUE
impl Send for QualityBRISQUE
Auto Trait Implementations§
impl Freeze for QualityBRISQUE
impl RefUnwindSafe for QualityBRISQUE
impl !Sync for QualityBRISQUE
impl Unpin for QualityBRISQUE
impl UnwindSafe for QualityBRISQUE
Blanket Implementations§
Source§impl<T> BorrowMut<T> for Twhere
T: ?Sized,
impl<T> BorrowMut<T> for Twhere
T: ?Sized,
Source§fn borrow_mut(&mut self) -> &mut T
fn borrow_mut(&mut self) -> &mut T
Source§impl<Mat> ModifyInplace for Matwhere
Mat: Boxed,
impl<Mat> ModifyInplace for Matwhere
Mat: Boxed,
Source§unsafe fn modify_inplace<Res>(
&mut self,
f: impl FnOnce(&Mat, &mut Mat) -> Res,
) -> Res
unsafe fn modify_inplace<Res>( &mut self, f: impl FnOnce(&Mat, &mut Mat) -> Res, ) -> Res
Mat or another similar object. By passing
a mutable reference to the Mat to this function your closure will get called with the read reference and a write references
to the same Mat. This is unsafe in a general case as it leads to having non-exclusive mutable access to the internal data,
but it can be useful for some performance sensitive operations. One example of an OpenCV function that allows such in-place
modification is imgproc::threshold. Read more