Neural Space-Time Model
Contents:
Installation
Quick start on structured illumination microscopy (SIM)
Quick start on differential phase contrast microscopy (DPC)
Using your own 3D SIM data
Build your own nstm reconstruction
API Reference
Neural Space-Time Model
Index
Index
A
|
B
|
C
|
D
|
E
|
F
|
G
|
H
|
I
|
K
|
L
|
M
|
N
|
O
|
P
|
Q
|
R
|
S
|
T
|
U
|
V
|
W
|
Z
A
add_inset() (in module nstm.viz_utils)
add_scalebar() (in module nstm.viz_utils)
annealed_epoch (nstm.diffcam_flow.DiffuserCamRSFlow attribute)
(nstm.dpc_flow.DPCFlow attribute)
(nstm.sim3d_flow.SIM3DSpacetime attribute)
AnnealedHashEmbedding (class in nstm.hash_encoding)
AnnealedPosenc (class in nstm.pos_encoding)
apo_filter (nstm.sim3d_flow.FluoSIM3D attribute)
apodization() (in module nstm.utils)
apodize_edge() (in module nstm.utils)
B
base_resolution (nstm.hash_encoding.HashParameters attribute)
bilinear_interp() (in module nstm.hash_encoding)
bounding_box (nstm.hash_encoding.HashParameters attribute)
brownian() (in module nstm.utils)
C
color_coded_projection() (in module nstm.viz_utils)
cut_patches() (in module nstm.commands.full_to_patches)
D
Datasets (class in nstm.datasets)
define_flags() (in module nstm.commands.czi_conversion)
(in module nstm.commands.full_to_patches)
(in module nstm.commands.process_raw_images)
(in module nstm.commands.timestamp_generation)
(in module nstm.diffcam_utils)
(in module nstm.sim3d_utils)
define_model() (in module nstm.sim3d_main)
define_training_params() (in module nstm.sim3d_main)
DiffuserCamRSFlow (class in nstm.diffcam_flow)
DiffuserCanRS (class in nstm.diffcam_flow)
dim (nstm.pos_encoding.AnnealedPosenc attribute)
dim_yx (nstm.diffcam_flow.DiffuserCanRS attribute)
(nstm.utils.SystemParameters attribute)
dim_zyx (nstm.utils.SystemParameters3D attribute)
downsample_t (nstm.diffcam_flow.DiffuserCanRS attribute)
DPC (class in nstm.dpc_flow)
dpc_tikhonov_solver() (in module nstm.dpc_utils)
DPCFlow (class in nstm.dpc_flow)
E
efficient() (nstm.diffcam_flow.DiffuserCanRS method)
encoding_at_level() (nstm.hash_encoding.HashEmbedding method)
estimate_mod_illum() (in module nstm.sim3d_utils)
F
finest_resolution (nstm.hash_encoding.HashParameters attribute)
FluoSIM3D (class in nstm.sim3d_flow)
FluoSIM3DWrapper (class in nstm.sim3d_flow)
G
gen_dampen_order0_mask() (in module nstm.sim3d_utils)
gen_indicator() (in module nstm.diffcam_utils)
gen_l2_reg_absorp() (in module nstm.dpc_flow)
gen_l2_reg_phase() (in module nstm.dpc_flow)
gen_loss_l2() (in module nstm.diffcam_flow)
(in module nstm.dpc_flow)
(in module nstm.sim3d_flow)
gen_loss_l2_row() (in module nstm.diffcam_flow)
gen_loss_l2_stack() (in module nstm.sim3d_flow)
gen_loss_nonneg_reg() (in module nstm.sim3d_flow)
gen_nonneg_reg() (in module nstm.diffcam_flow)
gen_transfer_func() (in module nstm.dpc_utils)
generate_affine_motion() (in module nstm.utils)
generate_bead_phantom() (nstm.utils.PhantomTemporal method)
generate_dense_yx_coords() (in module nstm.spacetime)
generate_dense_zyx_coords() (in module nstm.spacetime)
generate_exp() (in module nstm.sim3d_utils)
generate_linear_motion() (in module nstm.utils)
generate_rod_phantom() (in module nstm.utils)
generate_shepp_logan() (nstm.utils.PhantomTemporal method)
generate_shepp_logan_2channel() (nstm.utils.PhantomTemporal method)
generate_shepp_logan_affine() (nstm.utils.PhantomTemporal method)
generate_shepp_logan_swirl() (nstm.utils.PhantomTemporal method)
generate_sinusoidal() (in module nstm.sim3d_utils)
generate_usaf_target() (nstm.utils.PhantomTemporal method)
generate_usaf_target_affine() (nstm.utils.PhantomTemporal method)
generate_usaf_target_shear() (nstm.utils.PhantomTemporal method)
generate_usaf_target_swirl() (nstm.utils.PhantomTemporal method)
genMeasurmentsLinear() (in module nstm.dpc_utils)
genSourceAngular() (in module nstm.dpc_utils)
get_modamp() (in module nstm.sim3d_utils)
get_motion_map() (nstm.spacetime.SpaceTimeMLP method)
get_no_overlap_mask_2d() (in module nstm.commands.full_to_patches)
get_otf() (in module nstm.sim3d_utils)
get_pixel_vertices() (in module nstm.hash_encoding)
get_trajectory() (in module nstm.spacetime)
H
hash_fn() (in module nstm.hash_encoding)
hash_param (nstm.hash_encoding.AnnealedHashEmbedding attribute)
(nstm.hash_encoding.HashEmbedding attribute)
hash_param_space (nstm.hash_encoding.HashEmbeddingTime attribute)
hash_param_spacetime (nstm.hash_encoding.HashEmbeddingTimeCombined attribute)
hash_param_time (nstm.hash_encoding.HashEmbeddingTime attribute)
HashEmbedding (class in nstm.hash_encoding)
HashEmbeddingTime (class in nstm.hash_encoding)
HashEmbeddingTimeCombined (class in nstm.hash_encoding)
HashParameters (class in nstm.hash_encoding)
hotpixel_removal() (in module nstm.utils)
I
image_resizing() (in module nstm.datasets)
image_upsampling() (in module nstm.datasets)
init_uniform_std (nstm.hash_encoding.HashParameters attribute)
K
k0angles (nstm.sim3d_utils.SIMParameter3D attribute)
kernel_init() (nstm.spacetime.MLP method)
(nstm.spacetime.MLPParameters method)
L
line_spacing (nstm.sim3d_utils.SIMParameter3D attribute)
linear_interp() (in module nstm.hash_encoding)
list() (nstm.datasets.Datasets method)
list_files() (nstm.datasets.SIM3DDataLoaderMultitime method)
list_source (nstm.dpc_flow.DPC attribute)
(nstm.dpc_flow.DPCFlow attribute)
load() (nstm.datasets.Datasets method)
load_3DSIM_OTF() (nstm.datasets.SIM3DDataLoader method)
load_3DSIM_raw() (nstm.datasets.SIM3DDataLoader method)
(nstm.datasets.SIM3DDataLoaderMultitime method)
load_data_psf() (in module nstm.diffcam_utils)
load_illum_pattern() (in module nstm.dpc_utils)
load_metadata() (nstm.datasets.SIM3DDataLoader method)
load_OTF() (nstm.datasets.SIM3DDataLoader static method)
load_video() (in module nstm.utils)
log2_hashmap_size (nstm.hash_encoding.HashParameters attribute)
M
main() (in module nstm.commands.czi_conversion)
(in module nstm.commands.full_to_patches)
(in module nstm.commands.process_raw_images)
(in module nstm.commands.timestamp_generation)
(in module nstm.diffcam_main)
(in module nstm.sim3d_main)
make_overlaps() (in module nstm.sim3d_utils)
mean_background_amp (nstm.utils.SystemParameters attribute)
merge_yx() (in module nstm.commands.full_to_patches)
meta_path (nstm.datasets.SIM3DDataLoader attribute)
MLP (class in nstm.spacetime)
MLPParameters (class in nstm.spacetime)
module
nstm
nstm.commands
nstm.commands.czi_conversion
nstm.commands.full_to_patches
nstm.commands.process_raw_images
nstm.commands.timestamp_generation
nstm.datasets
nstm.diffcam_flow
nstm.diffcam_main
nstm.diffcam_utils
nstm.dpc_flow
nstm.dpc_utils
nstm.hash_encoding
nstm.pos_encoding
nstm.sim3d_flow
nstm.sim3d_main
nstm.sim3d_utils
nstm.spacetime
nstm.utils
nstm.viz_utils
motion_embedding (nstm.spacetime.SpaceTimeParameters attribute)
motion_embedding_param (nstm.spacetime.SpaceTimeParameters attribute)
motion_mlp_param (nstm.spacetime.SpaceTimeParameters attribute)
N
n_features_per_level (nstm.hash_encoding.HashParameters attribute)
n_input_features (nstm.hash_encoding.AnnealedHashEmbedding attribute)
(nstm.hash_encoding.HashEmbedding attribute)
n_levels (nstm.hash_encoding.HashParameters attribute)
na (nstm.utils.SystemParameters attribute)
(nstm.utils.SystemParameters3D attribute)
name (nstm.diffcam_flow.DiffuserCamRSFlow attribute)
(nstm.diffcam_flow.DiffuserCanRS attribute)
(nstm.dpc_flow.DPC attribute)
(nstm.dpc_flow.DPCFlow attribute)
(nstm.hash_encoding.AnnealedHashEmbedding attribute)
(nstm.hash_encoding.HashEmbedding attribute)
(nstm.hash_encoding.HashEmbeddingTime attribute)
(nstm.hash_encoding.HashEmbeddingTimeCombined attribute)
(nstm.pos_encoding.AnnealedPosenc attribute)
(nstm.sim3d_flow.FluoSIM3D attribute)
(nstm.sim3d_flow.FluoSIM3DWrapper attribute)
(nstm.sim3d_flow.SIM3DSpacetime attribute)
(nstm.spacetime.MLP attribute)
(nstm.spacetime.SpaceTimeMLP attribute)
ndirs (nstm.datasets.SIM3DDataLoader attribute)
(nstm.sim3d_utils.SIMParameter3D attribute)
net_activation (nstm.spacetime.MLP attribute)
(nstm.spacetime.MLPParameters attribute)
net_depth (nstm.spacetime.MLP attribute)
(nstm.spacetime.MLPParameters attribute)
net_width (nstm.spacetime.MLP attribute)
(nstm.spacetime.MLPParameters attribute)
nlines (nstm.diffcam_flow.DiffuserCamRSFlow attribute)
(nstm.diffcam_flow.DiffuserCanRS attribute)
notch_filter() (in module nstm.utils)
nphases (nstm.datasets.SIM3DDataLoader attribute)
(nstm.sim3d_utils.SIMParameter3D attribute)
nstm
module
nstm.commands
module
nstm.commands.czi_conversion
module
nstm.commands.full_to_patches
module
nstm.commands.process_raw_images
module
nstm.commands.timestamp_generation
module
nstm.datasets
module
nstm.diffcam_flow
module
nstm.diffcam_main
module
nstm.diffcam_utils
module
nstm.dpc_flow
module
nstm.dpc_utils
module
nstm.hash_encoding
module
nstm.pos_encoding
module
nstm.sim3d_flow
module
nstm.sim3d_main
module
nstm.sim3d_utils
module
nstm.spacetime
module
nstm.utils
module
nstm.viz_utils
module
num_freqs (nstm.pos_encoding.PosencParameters attribute)
num_output_channels (nstm.spacetime.MLP attribute)
(nstm.spacetime.SpaceTimeMLP attribute)
num_timepoint (nstm.datasets.SIM3DDataLoaderMultitime attribute)
O
object_embedding (nstm.spacetime.SpaceTimeParameters attribute)
object_embedding_param (nstm.spacetime.SpaceTimeParameters attribute)
object_mlp_param (nstm.spacetime.SpaceTimeParameters attribute)
object_transform() (in module nstm.utils)
object_transform_affine() (in module nstm.utils)
object_transform_swirl() (in module nstm.utils)
optical_param (nstm.dpc_flow.DPC attribute)
(nstm.dpc_flow.DPCFlow attribute)
(nstm.sim3d_flow.FluoSIM3D attribute)
(nstm.sim3d_flow.FluoSIM3DWrapper attribute)
(nstm.sim3d_flow.SIM3DSpacetime attribute)
(nstm.spacetime.SpaceTimeMLP attribute)
order0_grad_reduction (nstm.sim3d_flow.FluoSIM3D attribute)
(nstm.sim3d_flow.SIM3DSpacetime attribute)
origin_pixel_offset_yx (nstm.sim3d_utils.SIMParameter3D attribute)
OTF (nstm.sim3d_utils.SIMParameter3D attribute)
OTF_3D_fluo() (in module nstm.utils)
otf_path (nstm.datasets.SIM3DDataLoader attribute)
otf_support_mask() (in module nstm.sim3d_utils)
out_activation (nstm.spacetime.SpaceTimeParameters attribute)
P
padding_yx (nstm.utils.SystemParameters attribute)
padding_zyx (nstm.utils.SystemParameters3D attribute)
param_dtype (nstm.spacetime.MLP attribute)
parent (nstm.diffcam_flow.DiffuserCamRSFlow attribute)
(nstm.diffcam_flow.DiffuserCanRS attribute)
(nstm.dpc_flow.DPC attribute)
(nstm.dpc_flow.DPCFlow attribute)
(nstm.hash_encoding.AnnealedHashEmbedding attribute)
(nstm.hash_encoding.HashEmbedding attribute)
(nstm.hash_encoding.HashEmbeddingTime attribute)
(nstm.hash_encoding.HashEmbeddingTimeCombined attribute)
(nstm.pos_encoding.AnnealedPosenc attribute)
(nstm.sim3d_flow.FluoSIM3D attribute)
(nstm.sim3d_flow.FluoSIM3DWrapper attribute)
(nstm.sim3d_flow.SIM3DSpacetime attribute)
(nstm.spacetime.MLP attribute)
(nstm.spacetime.SpaceTimeMLP attribute)
PhantomTemporal (class in nstm.utils)
phase_only (nstm.dpc_flow.DPCFlow attribute)
pixel_size (nstm.utils.SystemParameters attribute)
(nstm.utils.SystemParameters3D attribute)
pixel_size_z (nstm.utils.SystemParameters3D attribute)
posenc_max (nstm.pos_encoding.PosencParameters attribute)
posenc_min (nstm.pos_encoding.PosencParameters attribute)
posenc_param (nstm.pos_encoding.AnnealedPosenc attribute)
PosencParameters (class in nstm.pos_encoding)
precision (nstm.dpc_flow.DPC attribute)
(nstm.dpc_flow.DPCFlow attribute)
(nstm.hash_encoding.AnnealedHashEmbedding attribute)
(nstm.hash_encoding.HashEmbedding attribute)
(nstm.hash_encoding.HashEmbeddingTime attribute)
(nstm.hash_encoding.HashEmbeddingTimeCombined attribute)
(nstm.spacetime.MLP attribute)
(nstm.spacetime.SpaceTimeMLP attribute)
precision_to_dtype() (in module nstm.hash_encoding)
psf (nstm.diffcam_flow.DiffuserCamRSFlow attribute)
(nstm.diffcam_flow.DiffuserCanRS attribute)
psf_gaussian_approx() (in module nstm.utils)
Q
quadrilinear_interp() (in module nstm.hash_encoding)
R
rad_avg_OTF_expansion() (in module nstm.sim3d_utils)
ram_efficient (nstm.diffcam_flow.DiffuserCamRSFlow attribute)
replace() (nstm.hash_encoding.HashParameters method)
(nstm.pos_encoding.PosencParameters method)
(nstm.sim3d_utils.SIMParameter3D method)
(nstm.spacetime.MLPParameters method)
(nstm.spacetime.SpaceTimeParameters method)
(nstm.utils.SystemParameters method)
(nstm.utils.SystemParameters3D method)
RI_medium (nstm.utils.SystemParameters attribute)
(nstm.utils.SystemParameters3D attribute)
S
scope (nstm.diffcam_flow.DiffuserCamRSFlow attribute)
(nstm.diffcam_flow.DiffuserCanRS attribute)
(nstm.dpc_flow.DPC attribute)
(nstm.dpc_flow.DPCFlow attribute)
(nstm.hash_encoding.AnnealedHashEmbedding attribute)
(nstm.hash_encoding.HashEmbedding attribute)
(nstm.hash_encoding.HashEmbeddingTime attribute)
(nstm.hash_encoding.HashEmbeddingTimeCombined attribute)
(nstm.pos_encoding.AnnealedPosenc attribute)
(nstm.sim3d_flow.FluoSIM3D attribute)
(nstm.sim3d_flow.FluoSIM3DWrapper attribute)
(nstm.sim3d_flow.SIM3DSpacetime attribute)
(nstm.spacetime.MLP attribute)
(nstm.spacetime.SpaceTimeMLP attribute)
separate_bands() (in module nstm.sim3d_utils)
setup() (nstm.diffcam_flow.DiffuserCamRSFlow method)
(nstm.diffcam_flow.DiffuserCanRS method)
(nstm.dpc_flow.DPC method)
(nstm.dpc_flow.DPCFlow method)
(nstm.hash_encoding.AnnealedHashEmbedding method)
(nstm.hash_encoding.HashEmbedding method)
(nstm.hash_encoding.HashEmbeddingTime method)
(nstm.hash_encoding.HashEmbeddingTimeCombined method)
(nstm.sim3d_flow.FluoSIM3D method)
(nstm.sim3d_flow.FluoSIM3DWrapper method)
(nstm.sim3d_flow.SIM3DSpacetime method)
(nstm.spacetime.SpaceTimeMLP method)
SIM3DDataLoader (class in nstm.datasets)
SIM3DDataLoaderMultitime (class in nstm.datasets)
SIM3DSpacetime (class in nstm.sim3d_flow)
sim_param (nstm.sim3d_flow.FluoSIM3D attribute)
(nstm.sim3d_flow.FluoSIM3DWrapper attribute)
(nstm.sim3d_flow.SIM3DSpacetime attribute)
SIMParameter3D (class in nstm.sim3d_utils)
skip_layer (nstm.spacetime.MLP attribute)
(nstm.spacetime.MLPParameters attribute)
sourceGen() (in module nstm.dpc_utils)
spacetime_param (nstm.diffcam_flow.DiffuserCamRSFlow attribute)
(nstm.dpc_flow.DPCFlow attribute)
(nstm.sim3d_flow.SIM3DSpacetime attribute)
(nstm.spacetime.SpaceTimeMLP attribute)
SpaceTimeMLP (class in nstm.spacetime)
SpaceTimeParameters (class in nstm.spacetime)
start_timepoint (nstm.datasets.SIM3DDataLoader attribute)
starting_phases (nstm.sim3d_utils.SIMParameter3D attribute)
SystemParameters (class in nstm.utils)
SystemParameters3D (class in nstm.utils)
T
trilinear_interp() (in module nstm.hash_encoding)
U
update_flags() (in module nstm.utils)
V
volume() (in module nstm.viz_utils)
volume4d() (in module nstm.viz_utils)
W
wavelength (nstm.utils.SystemParameters attribute)
(nstm.utils.SystemParameters3D attribute)
wavelength_exc (nstm.utils.SystemParameters attribute)
(nstm.utils.SystemParameters3D attribute)
Z
zoomfact (nstm.datasets.SIM3DDataLoader attribute)