plenoptic package

Subpackages

• plenoptic.metric package
  • Submodules
  • plenoptic.metric.classes module
    • NLP
      • NLP.forward()
  • plenoptic.metric.model_metric module
    • model_metric()
  • plenoptic.metric.naive module
    • mse()
  • plenoptic.metric.perceptual_distance module
    • ms_ssim()
    • nlpd()
    • normalized_laplacian_pyramid()
    • ssim()
    • ssim_map()
  • Module contents
• plenoptic.simulate package
  • Subpackages
    • plenoptic.simulate.canonical_computations package
      • Submodules
      • plenoptic.simulate.canonical_computations.filters module
      • plenoptic.simulate.canonical_computations.laplacian_pyramid module
      • plenoptic.simulate.canonical_computations.non_linearities module
      • plenoptic.simulate.canonical_computations.steerable_pyramid_freq module
      • Module contents
    • plenoptic.simulate.models package
      • Submodules
      • plenoptic.simulate.models.frontend module
      • plenoptic.simulate.models.naive module
      • plenoptic.simulate.models.portilla_simoncelli module
      • plenoptic.simulate.models.portilla_simoncelli_full module
      • plenoptic.simulate.models.portilla_simoncelli_intermed module
      • plenoptic.simulate.models.portilla_simoncelli_old module
      • Module contents
  • Module contents
• plenoptic.synthesize package
  • Submodules
  • plenoptic.synthesize.autodiff module
    • jacobian()
    • jacobian_vector_product()
    • vector_jacobian_product()
  • plenoptic.synthesize.eigendistortion module
    • Eigendistortion
      • Eigendistortion.batch_size
      • Eigendistortion.n_channels
      • Eigendistortion.im_height
      • Eigendistortion.im_width
      • Eigendistortion.jacobian
      • Eigendistortion.eigendistortions
      • Eigendistortion.eigenvalues
      • Eigendistortion.eigenindex
      • Eigendistortion.compute_jacobian()
      • Eigendistortion.eigendistortions
      • Eigendistortion.eigenindex
      • Eigendistortion.eigenvalues
      • Eigendistortion.image
      • Eigendistortion.jacobian
      • Eigendistortion.load()
      • Eigendistortion.model
      • Eigendistortion.save()
      • Eigendistortion.synthesize()
      • Eigendistortion.to()
    • display_eigendistortion()
    • fisher_info_matrix_eigenvalue()
    • fisher_info_matrix_vector_product()
  • plenoptic.synthesize.geodesic module
    • Geodesic
      • Geodesic.geodesic
      • Geodesic.pixelfade
      • Geodesic.losses
      • Geodesic.gradient_norm
      • Geodesic.pixel_change_norm
      • Geodesic.step_energy
      • Geodesic.dev_from_line
      • Geodesic.calculate_jerkiness()
      • Geodesic.dev_from_line
      • Geodesic.geodesic
      • Geodesic.image_a
      • Geodesic.image_b
      • Geodesic.load()
      • Geodesic.model
      • Geodesic.objective_function()
      • Geodesic.save()
      • Geodesic.step_energy
      • Geodesic.synthesize()
      • Geodesic.to()
    • plot_deviation_from_line()
    • plot_loss()
  • plenoptic.synthesize.mad_competition module
    • MADCompetition
      • MADCompetition.mad_image
      • MADCompetition.initial_image
      • MADCompetition.losses
      • MADCompetition.gradient_norm
      • MADCompetition.pixel_change_norm
      • MADCompetition.optimized_metric_loss
      • MADCompetition.reference_metric_loss
      • MADCompetition.saved_mad_image
      • MADCompetition.image
      • MADCompetition.initial_image
      • MADCompetition.load()
      • MADCompetition.mad_image
      • MADCompetition.metric_tradeoff_lambda
      • MADCompetition.minmax
      • MADCompetition.objective_function()
      • MADCompetition.optimized_metric
      • MADCompetition.optimized_metric_loss
      • MADCompetition.reference_metric
      • MADCompetition.reference_metric_loss
      • MADCompetition.save()
      • MADCompetition.saved_mad_image
      • MADCompetition.synthesize()
      • MADCompetition.to()
    • animate()
    • display_mad_image()
    • display_mad_image_all()
    • plot_loss()
    • plot_loss_all()
    • plot_pixel_values()
    • plot_synthesis_status()
  • plenoptic.synthesize.metamer module
    • Metamer
      • Metamer.target_representation
      • Metamer.metamer
      • Metamer.losses
      • Metamer.gradient_norm
      • Metamer.pixel_change_norm
      • Metamer.saved_metamer
      • Metamer.image
      • Metamer.load()
      • Metamer.metamer
      • Metamer.model
      • Metamer.objective_function()
      • Metamer.save()
      • Metamer.saved_metamer
      • Metamer.synthesize()
      • Metamer.target_representation
      • Metamer.to()
    • MetamerCTF
      • MetamerCTF.target_representation
      • MetamerCTF.metamer
      • MetamerCTF.losses
      • MetamerCTF.gradient_norm
      • MetamerCTF.pixel_change_norm
      • MetamerCTF.saved_metamer
      • MetamerCTF.scales
      • MetamerCTF.scales_loss
      • MetamerCTF.scales_timing
      • MetamerCTF.scales_finished
      • MetamerCTF.coarse_to_fine
      • MetamerCTF.load()
      • MetamerCTF.scales
      • MetamerCTF.scales_finished
      • MetamerCTF.scales_loss
      • MetamerCTF.scales_timing
      • MetamerCTF.synthesize()
    • animate()
    • display_metamer()
    • plot_loss()
    • plot_pixel_values()
    • plot_representation_error()
    • plot_synthesis_status()
  • plenoptic.synthesize.simple_metamer module
    • SimpleMetamer
      • SimpleMetamer.load()
      • SimpleMetamer.save()
      • SimpleMetamer.synthesize()
      • SimpleMetamer.to()
  • plenoptic.synthesize.synthesis module
    • OptimizedSynthesis
      • OptimizedSynthesis.allowed_range
      • OptimizedSynthesis.gradient_norm
      • OptimizedSynthesis.losses
      • OptimizedSynthesis.objective_function()
      • OptimizedSynthesis.optimizer
      • OptimizedSynthesis.pixel_change_norm
      • OptimizedSynthesis.range_penalty_lambda
      • OptimizedSynthesis.store_progress
    • Synthesis
      • Synthesis.load()
      • Synthesis.save()
      • Synthesis.synthesize()
      • Synthesis.to()
  • Module contents
• plenoptic.tools package
  • Submodules
  • plenoptic.tools.conv module
    • blur_downsample()
    • correlate_downsample()
    • same_padding()
    • upsample_blur()
    • upsample_convolve()
  • plenoptic.tools.convergence module
    • coarse_to_fine_enough()
    • loss_convergence()
    • pixel_change_convergence()
  • plenoptic.tools.data module
    • convert_float_to_int()
    • load_images()
    • make_synthetic_stimuli()
    • polar_angle()
    • polar_radius()
    • to_numpy()
  • plenoptic.tools.display module
    • animshow()
    • clean_stem_plot()
    • clean_up_axes()
    • convert_anim_to_html()
    • imshow()
    • plot_representation()
    • pyrshow()
    • rescale_ylim()
    • update_plot()
    • update_stem()
  • plenoptic.tools.external module
    • plot_MAD_results()
  • plenoptic.tools.optim module
    • l2_norm()
    • mse()
    • penalize_range()
    • relative_MSE()
    • set_seed()
  • plenoptic.tools.signal module
    • add_noise()
    • autocorr()
    • interpolate1d()
    • make_disk()
    • maximum()
    • minimum()
    • polar_to_rectangular()
    • raised_cosine()
    • rectangular_to_polar()
    • rescale()
    • steer()
  • plenoptic.tools.stats module
    • kurtosis()
    • skew()
    • variance()
  • plenoptic.tools.straightness module
    • deviation_from_line()
    • make_straight_line()
    • sample_brownian_bridge()
    • translation_sequence()
  • plenoptic.tools.validate module
    • remove_grad()
    • validate_coarse_to_fine()
    • validate_input()
    • validate_metric()
    • validate_model()
  • Module contents

Submodules

plenoptic.version module

Module contents