📋 JSON metadata
{
"artifact_id": "L1-034",
"chain_block": 41553358,
"chain_hash": "0xd8fe453230341be5dad2cc48a43e99b867d718d9af5d1016413fcff7adaf0c08",
"chain_tx_hash": "0xabe2942ee94669f848d13adce3f4cb4f36d37d691190e4c1e0bef96bf1648212",
"domain": "Medical Imaging",
"hardness_fn": {
"delta": 5,
"kappa": 320,
"metric": "PSNR_dB",
"type": "epsilon_fn"
},
"initiator_dataset": [
{
"ipfs_cid": null,
"license_hash": null,
"name": "primary",
"weight": 1.0
}
],
"layer": "L1",
"observable_profile": {
"metric": "PSNR_dB",
"regime": "Existence of the recovered 3D activity concentration is guaranteed within the declared Omega bounds. Uniqueness holds on the measurement-supported subspace; out-of-support modes are controlled by the declared priors. Stability is moderately conditioned (kappa_eff ~= 16); collimator_blur dominates the stability cliff; attenuation_correction_error and the remaining mismatch parameters contribute higher-order bias terms. Photon-shot-noise-limited (poisson counting) sets the irreducible data-fidelity floor, while TV / wavelet-sparsity / deep priors stabilise recovery at the ill-conditioned end of Omega.",
"secondary": "SSIM"
},
"physics_fingerprint": {
"L_DAG": 3.5,
"carrier": "photon",
"difficulty_delta": 5,
"domain": "Medical Imaging",
"integration_axis": "angular",
"noise_model": "shot_poisson",
"primitives": [
"L.gamma_emission",
"L.collimator",
"S.scan.angular",
"L.backproject",
"int.angular"
],
"problem_class": "linear_inverse",
"sensing_mechanism": "spect_gamma_camera",
"solution_space": "3D_activity_concentration",
"sub_domain": "Gamma-camera rotating tomography",
"title": "Single-Photon Emission Computed Tomography (SPECT)"
},
"size_tiers": {
"allowed_forward_operators": [
"spect_forward"
],
"allowed_omega_dimensions": [
"H",
"W",
"Z",
"N_angles",
"counts_per_pixel",
"SNR_dB",
"collimator_blur",
"attenuation_correction_error",
"scatter",
"patient_motion",
"collimator_blur",
"attenuation_correction_error",
"scatter",
"patient_motion"
],
"allowed_problem_classes": [
"spect"
],
"center_spec": {
"epsilon_fn_center": "22.0",
"forward_operator": "spect_forward",
"input_format": "measurement_only",
"omega": {
"H": 128,
"N_angles": 64,
"SNR_dB": 18,
"W": 128,
"Z": 64,
"attenuation_correction_error": 0.0,
"collimator_blur": 0.0,
"counts_per_pixel": 100,
"patient_motion": 0.0,
"scatter": 0.2
},
"problem_class": "spect"
},
"epsilon_bounds": {
"psnr_db": [
5.0,
45.0
]
},
"omega_bounds": {
"H": 64,
"N_angles": [
8,
256
],
"SNR_dB": [
0.0,
35.0
],
"W": 64,
"Z": [
16,
512
],
"attenuation_correction_error": [
0.0,
0.3
],
"collimator_blur": [
0.0,
0.3
],
"counts_per_pixel": [
1,
10000
],
"patient_motion": [
0.0,
0.3
],
"scatter": [
0.0,
0.5
]
}
},
"staked_pwm": 0.0,
"status": "testnet",
"sub_domain": "Gamma-camera rotating tomography",
"title": "Single-Photon Emission Computed Tomography (SPECT)"
}