IVALab Python Libraries
Collection of code for computer vision and robotics with specific API.
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Layered calibration class for puzzle surveillance system. More...
Public Member Functions | |
def | __init__ (self, detCfg=None, processors=None, detModel=None) |
Constructor for layered puzzle scene detector. More... | |
def | adapt (self) |
Adapt the layer detection models. More... | |
def | correct (self) |
Apply correction process to the individual detectors. More... | |
def | detect (self, I) |
Apply predict, measure, correct process to source image. More... | |
def | emptyDebug (self) |
def | emptyState (self) |
Get and empty state to recover its basic structure. More... | |
def | getDebug (self) |
def | getState (self) |
Get the complete detector state, which involves the states of the individual layer detectors. More... | |
def | info (self) |
def | measure (self, I) |
Apply detection to the source image pass. More... | |
def | predict (self) |
Generate prediction of expected measurement. More... | |
def | process (self, I) |
Apply entire predict to adapt process to source image. More... | |
def | saveConfig (self, outFile) |
def | saveTo (self, fPtr) |
Save the instantiated Detector to given HDF5 file. More... | |
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def | loadFrom (fPtr) |
Public Attributes | |
depth | |
glove | |
phase | |
workspace | |
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depth | |
glove | |
imGlove | |
First, perform any specified pre-processing. More... | |
imPuzzle | |
mask | |
workspace | |
Additional Inherited Members | |
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def | buildFromCfg (theConfig) |
Instantiate from stored configuration file (YAML). More... | |
def | calibrate2config (theStream, outFile) |
def | load (inFile) |
Layered calibration class for puzzle surveillance system.
A calibration scheme for the entire process with saving to YAML and HDF5 files.
def __init__ | ( | self, | |
detCfg = None , |
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processors = None , |
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detModel = None |
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) |
Constructor for layered puzzle scene detector.
[in] | detCfg | Detector configuration. |
[in] | processors | Image processors for the different layers. |
[in] | detModel | Detection models for the different layers. |
Reimplemented from Detectors.
def adapt | ( | self | ) |
Adapt the layer detection models.
This part is tricky as there may be dependencies across the layers in terms of what should be updated and what should not be. Applying simple filtering to establish what pixels should adapt and which ones shouldn't.
Reimplemented from Detectors.
def correct | ( | self | ) |
Apply correction process to the individual detectors.
Apply naive correction on a per detector basis. As a layered system, there might be interdependencies that would impact the correction step. Ignoring that for now since it does not immediately come to mind what needs to be done.
Reimplemented from Detectors.
def detect | ( | self, | |
I | |||
) |
Apply predict, measure, correct process to source image.
Running detect alone elects not to adapt or update the underlying models. The static model is presumed to be sufficient and applied to the RGBD stream.
[in] | I | Source RGB-D image (structure/dataclass). |
Reimplemented from Detectors.
def emptyDebug | ( | self | ) |
Reimplemented from Detectors.
def emptyState | ( | self | ) |
Get and empty state to recover its basic structure.
[out] | estate | The empty state. |
Reimplemented from Detectors.
def getDebug | ( | self | ) |
Reimplemented from Detectors.
def getState | ( | self | ) |
Get the complete detector state, which involves the states of the individual layer detectors.
[out] | state | The detector state for each layer, by layer. |
Reimplemented from Detectors.
def info | ( | self | ) |
Reimplemented from Detectors.
def measure | ( | self, | |
I | |||
) |
Apply detection to the source image pass.
[in] | I | An RGB-D image (structure/dataclass). |
Reimplemented from Detectors.
def predict | ( | self | ) |
Generate prediction of expected measurement.
The detectors are mostly going to be static models, which means that prediction does nothing. Just in case though, the prediction methods are called for them.
Reimplemented from Detectors.
def process | ( | self, | |
I | |||
) |
Apply entire predict to adapt process to source image.
[in] | I | Source RGB-D image (structure/dataclass). |
Reimplemented from Detectors.
def saveConfig | ( | self, | |
outFile | |||
) |
def saveTo | ( | self, | |
fPtr | |||
) |
depth |
glove |
phase |
workspace |