seqgra.evaluator.gradientbased package¶
seqgra evaluator hierarchy - gradient-based feature importance evaluators (FIE)
- Classes:
GradientBasedEvaluator
: abstract class for all gradient-based feature importance evaluatorsAbstractDifferenceGradientEvaluator
: abstract class for difference-based gradient-based feature importance evaluatorsAbstractGradientEvaluator
: abstract class for baseline-based gradient-based feature importance evaluatorsContrastiveExcitationBackpropEvaluator
: contrastive excitation backprop FIEDeconvEvaluator
: deconvolution FIEDeepLiftEvaluator
: DeepLIFT FIEDifferenceGradientEvaluator
: difference gradient FIEExcitationBackpropEvaluator
: excitation backprop FIEFeedbackEvaluator
: feedback FIEGradCamGradientEvaluator
: GradCAM FIEDifferenceGradientEvaluator
: difference gradient FIEGradientxInputEvaluator
: gradient times input FIEGuidedBackpropEvaluator
: guided backprop FIEIntegratedGradientEvaluator
: Integrated Gradients FIENonlinearIntegratedGradientEvaluator
: nonlinear Integrated Gradients FIESaliencyEvaluator
: absolute gradient (saliency) FIESmoothGradEvaluator
: smooth grad FIE
Submodules¶
- seqgra.evaluator.gradientbased.abstractdifferencegradientevaluator module
- seqgra.evaluator.gradientbased.abstractgradientevaluator module
- seqgra.evaluator.gradientbased.contrastiveexcitationbackpropevaluator module
- seqgra.evaluator.gradientbased.deconvevaluator module
- seqgra.evaluator.gradientbased.deepliftevaluator module
- seqgra.evaluator.gradientbased.differencegradientevaluator module
- seqgra.evaluator.gradientbased.ebphelper module
- seqgra.evaluator.gradientbased.excitationbackpropevaluator module
- seqgra.evaluator.gradientbased.feedbackevaluator module
- seqgra.evaluator.gradientbased.gradcamgradientevaluator module
- seqgra.evaluator.gradientbased.gradientbasedevaluator module
- seqgra.evaluator.gradientbased.gradientevaluator module
- seqgra.evaluator.gradientbased.gradientxinputevaluator module
- seqgra.evaluator.gradientbased.guidedbackpropevaluator module
- seqgra.evaluator.gradientbased.integratedgradientevaluator module
- seqgra.evaluator.gradientbased.nonlinearintegratedgradientevaluator module
- seqgra.evaluator.gradientbased.saliencyevaluator module
- seqgra.evaluator.gradientbased.smoothgradevaluator module