{ "units": "mixed_measured_and_normalized_values", "mueller_matrix": { "nominal_range": [-1, 1], "stored_values": "measured_or_processed_float32_values_not_forcibly_clipped", "note": "Real measured Mueller matrix elements may slightly exceed the nominal [-1, 1] range because of acquisition noise, calibration differences, numerical processing, or normalization error. Users should inspect distributions and apply task-appropriate clipping, standardization, or normalization before training." }, "parameters": { "D": { "range": [0, 1], "description": "Diattenuation-related target modality." }, "Delta": { "range": [0, 1], "description": "Depolarization-related target modality." }, "eta": { "range": [0, "pi"], "description": "Retardance-related target modality." }, "theta": { "range": ["-pi/2", "pi/2"], "description": "Orientation-related target modality." }, "psi": { "range": ["-pi/2", "pi/2"], "description": "Orientation-related target modality." }, "R": { "range": [0, "pi"], "description": "Retardance-related target modality." } }, "normalization": { "mueller": "not_forcibly_clipped_to_nominal_range", "waveplate_targets": "stored_from_source_npy_as_float32", "spectral_targets": "converted_from_grayscale_png_uint8_to_float32_divided_by_255", "recommendation": "Use training-set statistics or physically motivated clipping/normalization according to the downstream protocol." }, "grayscale_to_physical_mapping": { "applies_to_target_encoding": "png_uint8_normalized_to_float32_0_1", "channel_order": ["D", "Delta", "eta", "theta", "psi", "R"], "formula": { "D": "D_gray", "Delta": "Delta_gray", "eta": "pi * eta_gray", "theta": "pi * (theta_gray - 0.5)", "psi": "pi * (psi_gray - 0.5)", "R": "pi * R_gray" }, "warning": "Apply this mapping only to normalized grayscale target tensors. Do not apply it to target tensors that are already stored in physical units." } }