From da141d3b7697600c2d8117b3dbf51f71420523f7 Mon Sep 17 00:00:00 2001 From: tibuch Date: Thu, 7 Jan 2021 18:52:04 +0100 Subject: [PATCH 1/5] Bump version. --- fit/version.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/fit/version.py b/fit/version.py index df9144c..10939f0 100644 --- a/fit/version.py +++ b/fit/version.py @@ -1 +1 @@ -__version__ = '0.1.1' +__version__ = '0.1.2' From 4e12768bce276469475e4c25347e5474bf6d4724 Mon Sep 17 00:00:00 2001 From: tibuch Date: Fri, 8 Jan 2021 17:55:28 +0100 Subject: [PATCH 2/5] Add LoDoPaB TRec DataModule. --- examples/DataModule - LoDoPaB TRec.ipynb | 349 +++++++++++++++++++++ fit/datamodules/tomo_rec/TRecDataModule.py | 115 ++++++- fit/utils/tomo_utils.py | 57 ---- 3 files changed, 463 insertions(+), 58 deletions(-) create mode 100644 examples/DataModule - LoDoPaB TRec.ipynb diff --git a/examples/DataModule - LoDoPaB TRec.ipynb b/examples/DataModule - LoDoPaB TRec.ipynb new file mode 100644 index 0000000..2aa33e5 --- /dev/null +++ b/examples/DataModule - LoDoPaB TRec.ipynb @@ -0,0 +1,349 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from fit.datamodules.tomo_rec.TRecDataModule import LoDoPaBFourierTargetDataModule\n", + "from fit.utils import convert2FC, fft_interpolate, psfft, convert_to_dft, PSNR\n", + "from fit.utils.tomo_utils import get_proj_coords, get_img_coords\n", + "\n", + "from matplotlib import pyplot as plt\n", + "\n", + "import torch\n", + "\n", + "import numpy as np\n", + "\n", + "from skimage.transform import iradon\n", + "\n", + "from matplotlib import pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "img_shape = 361\n", + "num_angles = 60" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "dm = LoDoPaBFourierTargetDataModule(batch_size=4, num_angles=num_angles)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "dm.setup()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "train_dl = dm.train_dataloader()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "for sino, img in train_dl.dataset.ds:\n", + " break" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(20,5))\n", + "plt.subplot(1,4,1)\n", + "plt.imshow(sino)\n", + "plt.title('Sinogram');\n", + "plt.subplot(1,4,2)\n", + "rec = iradon(sino.numpy().T, theta=np.rad2deg(-dm.gt_ds.get_ray_trafo().geometry.angles), circle=True,\n", + " output_size=img_shape).T\n", + "plt.imshow(rec)\n", + "plt.title('FBP');\n", + "plt.subplot(1,4,3)\n", + "plt.imshow(img)\n", + "plt.title('GT');\n", + "plt.subplot(1,4,4)\n", + "plt.imshow(img - rec)\n", + "plt.title('Alignment Check');" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "for x, y, y_real, (mag_min, mag_max) in train_dl:\n", + " break" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "x_fc = convert2FC(x, mag_min, mag_max)\n", + "y_fc = convert2FC(y, mag_min, mag_max)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "359\n" + ] + } + ], + "source": [ + "det_len = dm.gt_ds.get_ray_trafo().geometry.detector.shape[0]\n", + "print(det_len)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fourier Space Shape: (361, 181)\n" + ] + } + ], + "source": [ + "# Computing the projection and target Fourier coefficient coordinates\n", + "srcx, srcy, src_flatten_order = get_proj_coords(angles=dm.gt_ds.get_ray_trafo().geometry.angles, \n", + " det_len=det_len)\n", + "dstx, dsty, dst_flatten_order, order = get_img_coords(img_shape=img_shape, \n", + " det_len=det_len)\n", + "target_shape = order.shape\n", + "print('Fourier Space Shape:', target_shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "bin_factor = 15\n", + "shells = (det_len//2+1)/bin_factor\n", + "num_sino_fcs = np.clip(num_angles*int(shells + 1), 1, x_fc.shape[1])\n", + "num_target_fcs = np.sum(order <= shells) if bin_factor > 1 else y_fc.shape[1]" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# Interpolate target Fourier coefficients based on projection Fourier coefficients --> Fourier Slice Theorem\n", + "i = 0\n", + "fc = x_fc[i][src_flatten_order]\n", + "fc[num_sino_fcs:] = 1\n", + "x_dft = fft_interpolate(srcx, srcy, dstx, dsty, fc, \n", + " target_shape=target_shape, dst_flatten_order=dst_flatten_order)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "y_fc_ = y_fc[i].numpy().flatten()[dst_flatten_order]\n", + "y_fc_[num_target_fcs:] = 1\n", + "y_fc_[dst_flatten_order] = y_fc_.flatten()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10,5))\n", + "plt.subplot(1,2,1)\n", + "plt.imshow(np.roll(np.log(np.abs(x_dft)), x_dft.shape[0]//2, 0))\n", + "plt.colorbar()\n", + "plt.title('Interpolated Fourier Coefficients');\n", + "plt.subplot(1,2,2)\n", + "plt.imshow(np.roll(np.log(np.abs(y_fc_.reshape(target_shape))), img_shape//2, 0))\n", + "plt.colorbar()\n", + "plt.title('Ground Truth');" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "#Inputs: 780/10800=0.072\n", + "#Targets: 241/65341=0.004\n" + ] + } + ], + "source": [ + "print('#Inputs: {}/{}={:1.3f}'.format(num_sino_fcs, x_fc.shape[1], num_sino_fcs/x_fc.shape[1]))\n", + "print('#Targets: {}/{}={:1.3f}'.format(num_target_fcs, y_fc.shape[1], num_target_fcs/y_fc.shape[1]))" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "mask = psfft(bin_factor, pixel_res=img_shape).numpy()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(15,5))\n", + "plt.subplot(1,3,1)\n", + "plt.imshow(np.roll(np.abs(mask), img_shape//2, 0))\n", + "plt.title('Mask')\n", + "plt.subplot(1,3,2)\n", + "plt.imshow(np.roll(np.abs(x_dft*mask), img_shape//2, 0))\n", + "plt.title('Masked Interpolated Fourier Coefficients');\n", + "plt.subplot(1,3,3)\n", + "plt.imshow(np.roll(np.abs(y_fc_.reshape(img_shape, img_shape//2 + 1) * mask), img_shape//2, 0))\n", + "plt.title('Masked Ground Truth');" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(15,5))\n", + "plt.subplot(1,3,1)\n", + "rec_img = np.roll(np.fft.irfftn(x_dft*mask, s=2*(img_shape,)), 2*(img_shape//2,), (0, 1))\n", + "plt.imshow(rec_img, vmin=y_real[i].min().item(), vmax=y_real[i].max().item())\n", + "plt.title('Reconstructed Image');\n", + "plt.subplot(1,3,2)\n", + "y_target = np.roll(np.fft.irfftn(y_fc_.reshape(*target_shape)*mask, s=2*(img_shape,)), 2*(img_shape//2,), (0, 1))\n", + "plt.imshow(y_target, vmin=y_real[i].min().item(), vmax=y_real[i].max().item())\n", + "plt.title('Ground Truth from Fourier Coefficients');\n", + "plt.subplot(1,3,3)\n", + "plt.imshow(y_real[i], vmin=y_real[i].min().item(), vmax=y_real[i].max().item())\n", + "plt.title('Ground Truth');" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.9" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/fit/datamodules/tomo_rec/TRecDataModule.py b/fit/datamodules/tomo_rec/TRecDataModule.py index de94680..4714d72 100644 --- a/fit/datamodules/tomo_rec/TRecDataModule.py +++ b/fit/datamodules/tomo_rec/TRecDataModule.py @@ -1,5 +1,6 @@ from typing import Optional, Union, List +import dival import numpy as np import torch from pytorch_lightning import LightningDataModule @@ -8,7 +9,63 @@ from fit.datamodules.tomo_rec.FCDataset import FourierCoefficientDataset from fit.datamodules.tomo_rec.GroundTruthDataset import GroundTruthDataset -from fit.utils.tomo_utils import get_projection_dataset +import odl +from skimage.transform import resize + +from fit.utils.tomo_utils import get_detector_length + + +def get_projection_dataset(dataset, num_angles, im_shape=70, impl='astra_cpu', inner_circle=True): + assert isinstance(dataset, GroundTruthDataset) + reco_space = dataset.space + if inner_circle: + space = odl.uniform_discr(min_pt=reco_space.min_pt, + max_pt=reco_space.max_pt, + shape=(im_shape, im_shape), dtype=np.float32) + min_pt = reco_space.min_pt + max_pt = reco_space.max_pt + proj_space = odl.uniform_discr(min_pt, max_pt, 2 * (2 * int(reco_space.max_pt[0]) - 1,), dtype=np.float32) + detector_length = get_detector_length(proj_space) + det_partition = odl.uniform_partition(-np.sqrt((reco_space.shape[0] / 2.) ** 2 / 2), + np.sqrt((reco_space.shape[0] / 2.) ** 2 / 2), + detector_length) + else: + space = odl.uniform_discr(min_pt=reco_space.min_pt, + max_pt=reco_space.max_pt, + shape=(im_shape, im_shape), dtype=np.float32) + min_pt = reco_space.min_pt + max_pt = reco_space.max_pt + proj_space = odl.uniform_discr(min_pt, max_pt, 2 * (reco_space.shape[0],), dtype=np.float32) + detector_length = get_detector_length(proj_space) + det_partition = odl.uniform_partition(-reco_space.shape[0] / 2., reco_space.shape[0] / 2., detector_length) + + angle_partition = odl.uniform_partition(0, np.pi, num_angles) + reco_geometry = odl.tomo.Parallel2dGeometry(angle_partition, det_partition) + + ray_trafo = odl.tomo.RayTransform(space, reco_geometry, impl=impl) + + def get_reco_ray_trafo(**kwargs): + return odl.tomo.RayTransform(reco_space, reco_geometry, **kwargs) + + reco_ray_trafo = get_reco_ray_trafo(impl=impl) + + class _ResizeOperator(odl.Operator): + def __init__(self): + super().__init__(reco_space, space) + + def _call(self, x, out, **kwargs): + out.assign(space.element(resize(x, (im_shape, im_shape), order=1))) + + # forward operator + resize_op = _ResizeOperator() + forward_op = ray_trafo * resize_op + + ds = dataset.create_pair_dataset( + forward_op=forward_op, noise_type=None) + + ds.get_ray_trafo = get_reco_ray_trafo + ds.ray_trafo = reco_ray_trafo + return ds class MNISTTomoFourierTargetDataModule(LightningDataModule): @@ -64,3 +121,59 @@ def test_dataloader(self, *args, **kwargs) -> Union[DataLoader, List[DataLoader] return DataLoader( FourierCoefficientDataset(self.gt_ds, part='test', img_shape=MNISTTomoFourierTargetDataModule.IMG_SHAPE), batch_size=1) + + +class LoDoPaBFourierTargetDataModule(LightningDataModule): + IMG_SHAPE = 361 + + def __init__(self, batch_size, num_angles=15): + """ + :param root_dir: + :param batch_size: + :param num_angles: + """ + super().__init__() + self.batch_size = batch_size + self.num_angles = num_angles + self.inner_circle = True + self.gt_ds = None + + def setup(self, stage: Optional[str] = None): + lodopab = dival.get_standard_dataset('lodopab', impl='astra_cpu') + gt_train = np.array([lodopab.get_sample(i, part='train', out=(False, True))[1][1:, 1:] for i in range(1000)]) + gt_val = np.array([lodopab.get_sample(i, part='validation', out=(False, True))[1][1:, 1:] for i in range(100)]) + gt_test = np.array([lodopab.get_sample(i, part='test', out=(False, True))[1][1:, 1:] for i in range(1000)]) + + gt_train = torch.from_numpy(gt_train) + gt_val = torch.from_numpy(gt_val) + gt_test = torch.from_numpy(gt_test) + + assert gt_train.shape[1] == LoDoPaBFourierTargetDataModule.IMG_SHAPE + assert gt_train.shape[2] == LoDoPaBFourierTargetDataModule.IMG_SHAPE + x, y = torch.meshgrid(torch.arange(-LoDoPaBFourierTargetDataModule.IMG_SHAPE // 2 + 1, + LoDoPaBFourierTargetDataModule.IMG_SHAPE // 2 + 1), + torch.arange(-LoDoPaBFourierTargetDataModule.IMG_SHAPE // 2 + 1, + LoDoPaBFourierTargetDataModule.IMG_SHAPE // 2 + 1)) + circle = torch.sqrt(x ** 2. + y ** 2.) <= LoDoPaBFourierTargetDataModule.IMG_SHAPE // 2 + gt_train *= circle + gt_val *= circle + gt_test *= circle + self.gt_ds = get_projection_dataset( + GroundTruthDataset(gt_train, gt_val, gt_test), + num_angles=self.num_angles, im_shape=450, impl='astra_cpu', inner_circle=self.inner_circle) + + def train_dataloader(self, *args, **kwargs) -> DataLoader: + return DataLoader( + FourierCoefficientDataset(self.gt_ds, part='train', img_shape=LoDoPaBFourierTargetDataModule.IMG_SHAPE), + batch_size=self.batch_size, num_workers=2) + + def val_dataloader(self, *args, **kwargs) -> Union[DataLoader, List[DataLoader]]: + return DataLoader( + FourierCoefficientDataset(self.gt_ds, part='validation', + img_shape=LoDoPaBFourierTargetDataModule.IMG_SHAPE), + batch_size=self.batch_size, num_workers=2) + + def test_dataloader(self, *args, **kwargs) -> Union[DataLoader, List[DataLoader]]: + return DataLoader( + FourierCoefficientDataset(self.gt_ds, part='test', img_shape=LoDoPaBFourierTargetDataModule.IMG_SHAPE), + batch_size=1) diff --git a/fit/utils/tomo_utils.py b/fit/utils/tomo_utils.py index 4b8b99b..d9b936c 100644 --- a/fit/utils/tomo_utils.py +++ b/fit/utils/tomo_utils.py @@ -1,62 +1,5 @@ import numpy as np -import odl import torch -from skimage.transform import resize - -from ..datamodules.tomo_rec.GroundTruthDataset import GroundTruthDataset - - -def get_projection_dataset(dataset, num_angles, im_shape=70, impl='astra_cpu', inner_circle=True): - assert isinstance(dataset, GroundTruthDataset) - reco_space = dataset.space - if inner_circle: - space = odl.uniform_discr(min_pt=reco_space.min_pt, - max_pt=reco_space.max_pt, - shape=(im_shape, im_shape), dtype=np.float32) - min_pt = reco_space.min_pt - max_pt = reco_space.max_pt - proj_space = odl.uniform_discr(min_pt, max_pt, 2 * (2 * int(reco_space.max_pt[0]) - 1,), dtype=np.float32) - detector_length = get_detector_length(proj_space) - det_partition = odl.uniform_partition(-np.sqrt((reco_space.shape[0] / 2.) ** 2 / 2), - np.sqrt((reco_space.shape[0] / 2.) ** 2 / 2), - detector_length) - else: - space = odl.uniform_discr(min_pt=reco_space.min_pt, - max_pt=reco_space.max_pt, - shape=(im_shape, im_shape), dtype=np.float32) - min_pt = reco_space.min_pt - max_pt = reco_space.max_pt - proj_space = odl.uniform_discr(min_pt, max_pt, 2 * (reco_space.shape[0],), dtype=np.float32) - detector_length = get_detector_length(proj_space) - det_partition = odl.uniform_partition(-reco_space.shape[0] / 2., reco_space.shape[0] / 2., detector_length) - - angle_partition = odl.uniform_partition(0, np.pi, num_angles) - reco_geometry = odl.tomo.Parallel2dGeometry(angle_partition, det_partition) - - ray_trafo = odl.tomo.RayTransform(space, reco_geometry, impl=impl) - - def get_reco_ray_trafo(**kwargs): - return odl.tomo.RayTransform(reco_space, reco_geometry, **kwargs) - - reco_ray_trafo = get_reco_ray_trafo(impl=impl) - - class _ResizeOperator(odl.Operator): - def __init__(self): - super().__init__(reco_space, space) - - def _call(self, x, out, **kwargs): - out.assign(space.element(resize(x, (im_shape, im_shape), order=1))) - - # forward operator - resize_op = _ResizeOperator() - forward_op = ray_trafo * resize_op - - ds = dataset.create_pair_dataset( - forward_op=forward_op, noise_type=None) - - ds.get_ray_trafo = get_reco_ray_trafo - ds.ray_trafo = reco_ray_trafo - return ds def get_detector_length(proj_space): From a3d0b9456c11d6e39ecaf6d94c0bdf38acafe0ca Mon Sep 17 00:00:00 2001 From: tibuch Date: Mon, 11 Jan 2021 13:21:17 +0100 Subject: [PATCH 3/5] Combine real and Fourier coefficient losses. --- examples/DataModule - MNIST Tomo .ipynb | 110 ++++++++++++--------- fit/datamodules/tomo_rec/FCDataset.py | 9 +- fit/datamodules/tomo_rec/TRecDataModule.py | 21 +++- fit/modules/TRecTransformerModule.py | 37 ++++--- fit/utils/utils.py | 42 +++++--- scripts/TRec_MNIST.py | 24 +++-- scripts/test_config.json | 1 + 7 files changed, 152 insertions(+), 92 deletions(-) diff --git a/examples/DataModule - MNIST Tomo .ipynb b/examples/DataModule - MNIST Tomo .ipynb index 5150570..ae60479 100644 --- a/examples/DataModule - MNIST Tomo .ipynb +++ b/examples/DataModule - MNIST Tomo .ipynb @@ -16,7 +16,9 @@ "\n", "import numpy as np\n", "\n", - "from skimage.transform import iradon" + "from skimage.transform import iradon\n", + "\n", + "from fit.utils.utils import denormalize" ] }, { @@ -56,7 +58,7 @@ "metadata": {}, "outputs": [], "source": [ - "train_dl = dm.train_dataloader()" + "mean, std = dm.mean, dm.std" ] }, { @@ -64,6 +66,15 @@ "execution_count": 5, "metadata": {}, "outputs": [], + "source": [ + "train_dl = dm.train_dataloader()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], "source": [ "for sino, img in train_dl.dataset.ds:\n", " break" @@ -71,12 +82,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] @@ -107,7 +118,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -118,7 +129,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -129,7 +140,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -138,7 +149,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -161,7 +172,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -190,7 +201,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -202,7 +213,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -216,7 +227,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -227,14 +238,14 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -259,7 +270,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -278,7 +289,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -287,14 +298,14 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -320,12 +331,12 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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"text/plain": [ "
" ] @@ -339,47 +350,51 @@ "source": [ "plt.figure(figsize=(15,5))\n", "plt.subplot(1,3,1)\n", - "rec_img = np.roll(np.fft.irfftn(x_dft*mask, s=2*(img_shape,)), 2*(img_shape//2,), (0, 1))\n", + "rec_img = denormalize(np.roll(np.fft.irfftn(x_dft*mask, s=2*(img_shape,)), 2*(img_shape//2,), (0, 1)), \n", + " mean.item(), std.item())\n", "plt.imshow(rec_img)\n", "plt.title('Reconstructed Image');\n", "plt.subplot(1,3,2)\n", - "y_target = np.roll(np.fft.irfftn(y_fc_.reshape(*target_shape)*mask, s=2*(img_shape,)), 2*(img_shape//2,), (0, 1))\n", + "y_target = denormalize(\n", + " np.roll(np.fft.irfftn(y_fc_.reshape(*target_shape)*mask, s=2*(img_shape,)), 2*(img_shape//2,), (0, 1)), \n", + " mean.item(), std.item())\n", "plt.imshow(y_target)\n", "plt.title('Ground Truth from Fourier Coefficients');\n", "plt.subplot(1,3,3)\n", - "plt.imshow(y_real[i])\n", + "plt.imshow(denormalize(y_real[i], mean, std))\n", "plt.title('Ground Truth');" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "PSNR Binned GT: 19.726\n" + "PSNR Binned GT: 19.704\n" ] } ], "source": [ "print('PSNR Binned GT: {:2.3f}'.format(\n", - " PSNR(y_real[i], torch.from_numpy(y_target), torch.tensor(255., dtype=torch.float32)).item()))" + " PSNR(denormalize(y_real[i], mean, std), \n", + " denormalize(torch.from_numpy(y_target), mean, std), torch.tensor(255., dtype=torch.float32)).item()))" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "MSE Input : 1507.578\n", - "MSE Binned GT: 715.825\n" + "MSE Input : 3840.762\n", + "MSE Binned GT: 3817.865\n" ] } ], @@ -397,7 +412,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -407,7 +422,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -418,7 +433,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -428,7 +443,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -437,7 +452,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -446,7 +461,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 28, "metadata": { "scrolled": true }, @@ -457,7 +472,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -467,7 +482,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -476,7 +491,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -486,22 +501,22 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 31, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -522,7 +537,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -534,14 +549,14 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 34, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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j2yWd0vb65OK9gZDcQIW4pCb3lABIEPkEIEVlZJOZmaSrJT3o7h8JfGyzpMvM7Ea1OirZN+j9bhKNN6BijMuSACSKfAKQolKy6RWS3izpXjO7p3jv/ZKeL0nu/glJWySdL+khSQcl/fowFkzjDaiQVne3HNkGkB7yCUCKysgmd/+2FD+dV/Qy+a6hLlg03oDKaYgj2wDSRD4BSFFO2UTjDagQl3FkG0CSyCcAKcotm2i8ARXTzOjoEYC8kE8AUpRTNlWm8Rbr0ri2amWwzI87JljWOGY6usy5VRPBsiNrI2Vr4q372D2TkzPhbp+XHYn0my1pfio847mV4TpF63MgukjVZ+PlwfqsiK+jp08Kr9/G5Jpg2dSe+G9a3xPurtsa4fVbi3TjHexi/pny4R3tcZcaGR09ygHZRDYdtZSzSSKflgq6+6+mQX63qg8zkFs2VabxBqAlp1P/APJCPgFIUU7ZROMNqJDWddv5nPoHkA/yCUCKcssmGm9AxTQYBBdAosgnACnKKZtovAEVwjhKAFJFPgFIUW7ZROMNqJS8Tv0DyAn5BCBFeWUTjTegYpoZnfoHkBfyCUCKcsqmkTbe3F0+G+i/uUOXxdZnl9uzJ6wKl62Jf/25leFW+vxUuL42H52tJg5HutyOlM0tjx81mHl+uPzgKY1gmdfDy1y+Pb6OVm0LTztxMFxm4epIkprLwuv38PH1YNn8iuXR+S6fCk870Qx3x23NyPo7fCS6TJ+NdOXdo7K6uzWzayS9TtKT7v7CRcpN0kclnS/poKS3unu1+w5uQza1kE1k0yDKyKelnk3jwnAAaBfbHqowjEBuQwXkcw4RWCKaXuv50YVrJZ0XKX+tpDOLx6WSPj7wFwGQHbIJQIpK2ncaCy6bBCqk1d3t8I8eufvtZnZa5CMXSLre3V3S98zsWDNb7+47hl4ZAJVURj6RTQAGVda+07ik26wEMEzrzGxr2+PSHqffIOmxttfbivcAYBBkEwD0gDNvQMX0edPtTnffOOy6AEC7PvKJbAJQOjosATAWYxyrZLukU9pen1y8BwCSxpZPZBOAqNzGeeOySaBixnTT7WZJb7GWl0naxz0lABYimwCkiA5L+uUuP7J418W1leHutiVJx4a73J4/bkWwLNbl9pE14a6ZJakxFS6rBXoVl6TJA+FunSWpPhvupvrwceE67T0zOlut+OndwbI3nXp/fOKAP3v0p6LlM8vWBsvW/DD8PSefjq+j+enwH83civDRk8ZkpyMrk8ESm10dLJuYi/SxHiuT1DjwdIc69cDLuenWzG6QdK5a959sk3S5pAlJcvdPSNqiVlfcD6nVHfevD70S40Q2SSKbJLJpICXk05LPphIxHEDLwRPCf3u/+/vXBsv+5YrDwbKzPv7O6DJ/4tvhaaumEsMIlLTvNC4DNd7M7BFJM5Iakua5bh0ol6uc67bd/eIO5S7pXUNfcInIJ2C0ysgnsgnAoMradxqXYZx5e6W77xzCfAB0IaejRyNAPgEjRD51jWwCRiinbKLDEqBCcrvpFkA+yCcAKcotmwa9G88lfcXM7upjbBYAfWgW12738liiyCdgxMimrpBNwIjltO806Jm3n3f37WZ2gqSvmtlfu/vt7R8ogulSSZpW+OZ9AJ250g6UxETziWwChot86hr7TsAI5ZZNA515c/ftxb9PSvq8pHMW+cwmd9/o7hsnFOkiDUBXmrKeH0tRp3wim4DhI5s6Y98JGL2c9p36bryZ2UozW330uaRfknTfsCoGYBGe16n/spBPwBj0kU9LDdkEjEFm+06DXDZ5oqTPm9nR+XzG3b/ccSpbfGXUVq+KTtY4Llw+t3oiPN1UuH3a7PDtY79bbDykZYfj4wQdOaa/8ZKOefGu6HzfeOpfBctevvKHwbI5D9fn0MnhdStJX5j5mWDZwZnlwbJlj4bXnxRfv/NT4R+mGR6upTXtdHjauWPC37V+KLz91Y5EBtaSZAcPhgsb0UmfI7ebbkvUez6RTWSTyKZn9JhNEvnUpf72nVCaT374D4Jl//vQacGy07/8a8GyW9/+36LLfOe3/0PHemF4csumvhtv7v6wpPD/jgBKkVMAlYV8AsaDfIojm4DxyCmbGCoAqJDcbroFkA/yCUCKcssmGm9AxXhGAQQgL+QTgBTllE2DjvMGYMRy6jEJQF7IJgApKmPfycyuMbMnzWzRTofM7Fwz22dm9xSPDwzju3DmDagQ97yu2waQD/IJQIpKzKZrJV0p6frIZ77l7q8b5kI58wYAAAAAPXD32yXtHvVyR3rmzeo11VetXrTM166JTnvk+Olg2dzKcBs01tCuzUcXKYv0ql2bj3QXvTzeJp55frh82Vn7gmUvP+nvovN97PDaYNm3dr02WDbfDNdnuh5fSWuOCXc1PXNi+Deb2hNfR1P7wis/1lV3qLv3bsyvDHdLPnt8uGvxyfljo/OtzUa6697ZqVbPldN126kgm1rIJrLpGX1kk0Q+pabxypeMuwpj99t/+slo+TcP/mSw7IZ3nh8sO0PhLLhk/Vuiy3z8LeG/kzOujw9XUiWx7a9+290jrMlYs+nlZvZ9Sf8g6b3ufv+gM+SySaBS8uoxCUBOyCcAKeo7m9aZ2da215vcfVMP098t6VR3P2Bm50v6gqTIqKndofEGVAxHtgGkinwCkKI+s2mnu2/sf5m+v+35FjP7EzNb5+59XtvQQuMNqBAXHQIASBP5BCBF48omMztJ0hPu7mZ2jlp9jewadL403oAq8VavSQCQHPIJQIpKyiYzu0HSuWpdXrlN0uWSJiTJ3T8h6Y2SfsPM5iUdknSR++A1ofEGVAxjIwFIFfkEIEVlZJO7X9yh/Eq1hhIYKhpvQIW4uKcEQJrIJwApyi2bRtt4q9VlxyzeHffcmnB3x5I0e0y4q+T5qfAPEus2uzbX4cxl5Hf2erjw0LHxDeTp08NdXP/zDY/G6xTx5399VrBs+oHw+m1Ohuc5e+ah6DJj3XHPr26Ey1bEN73JmXBZrJt0Cy+yo9h25MeG61ubj2+7k08vvs1L6qM7bnpzKwXZJIlsksimZ/R1Oz35NGoMBdCy7vceCZadNbknOu2H/92bh1wbaeYvToyWf/ztVwfL/uD6Xx12dZLUadsd7lACeWUTZ96AiuGeEgCpIp8ApCinbKLxBlRMTqf+AeSFfAKQopyyicYbUCHueQUQgHyQTwBSlFs20XgDKian67YB5IV8ApCinLKJxhtQMTldtw0gL+QTgBTllE003oCKyenUP4C8kE8AUpRTNtF4AyrEZVkFEIB8kE8AUpRbNo228WYmTSy+SJ+sRSeNjXPTmIosMnKatBYe0qhVp1h9piNjKZ0Q30DWbtgbLHv+8t3Bsu/uOj063+kHw2P6PO8Hc8GymZPDm8GRF8S/y4rJ8Hz31Ps/Rx373aJ/fx3+NmNjYHl8Ewyanw6P8yVJE9ORwar6kNGZ/3SQTZLIpm6QTXHkE8qy4+XTwbJbTv2zYNm/vuS3ovO1Erbak+44HC1f+44DQ18m4nLKpj7/SwAAAAAAjBKXTQJVkll3twAyQj4BSFFm2UTjDaianM79A8gL+QQgRRllE403oGJyOnoEIC/kE4AU5ZRNNN6AislprBIAeSGfAKQop2yi8QZUiCuvo0cA8kE+AUhRbtnUsfFmZtdIep2kJ939hcV7ayXdJOk0SY9IutDd93RcmqnVJXcfLNpk7vMH6dQKj8x2bkW4cHZtMzrbM1bPBMv2zK8Ilv1w+wnR+T7v0fBy64fCZYePD3+X0zfsjC5z/Yr9wbLtdny4PkfiK98a4TKfCJc14z1jyyI/Ta0ZrlOse/BY2dC5OvRHvrQMLZ/IJklkk0Q2DYR8esZQ950gSXrnr30pWPbib7wrWPaCyN/PuNx24KxxV2FpySybuhkq4FpJ5y14732Svu7uZ0r6evEawAi49/7I2LUin4BkkE3PuFZkE5CMnPadOjbe3P12SQtHZ71A0nXF8+skvWG41QIQ5H08MkU+AYkhmySRTUByMtp36veetxPdfUfx/HFJJw6pPgCiLKvrtktCPgFjQT51QDYBY5FXNg3cYYm7u1n4ynozu1TSpZI0vWz1oIsDkPDRoNTE8olsAkpAPnWlp30nhe83BdCljLKpm3veFvOEma2XpOLfJ0MfdPdN7r7R3TdO1gkgYCDe6jGp18cS01U+kU3AkPWRT0tMX/tOE5oaWQWBLGW279Rv422zpEuK55dI+uJwqgOgo4yu2y4J+QSMC9kUQzYB45LRvlM3QwXcIOlcSevMbJukyyVdIemzZvY2SY9KurCrpZnJpxbvS9lr8RZutBvl+f6msw7dx3o9XKdm5EBYc1WkQpKm63PBsr/dH+5ye9kj09H5rn70ULhOk+F+qg+fEF5JLz3+kegyG7H2f2T1xrrb7sQji+zUNXZ0e4jUKTZdp4MzPtGhj/CepXs0aNSGlk9kkySySSKbBkc+SUPed1oiZo+J75L++zWPBsuu+stYBh3us0b92/0fn46W/4fj7g+WfVW/MOzqQFJO2dSx8ebuFweKXjXkugDoRglHg8zsPEkflVSXdJW7X7Gg/K2S/puk7cVbV7r7VcOvSW/IJyAx5JMksglITsJn0no1cIclAEZsyAFkZnVJH5P0GknbJN1pZpvd/YEFH73J3S8b7tIBZIV8ApCijBpv/d7zBmAcXK1roXp9xJ0j6SF3f9jdZyXdqNZ4RADQvX7yqTPyCcBgytl3GhsabwA2SHqs7fW24r2F/o2Z/cDMbjazU0ZTNQBLHPkEAG1ovAEV4977Q62b5re2PS7tcbFfknSau/+0pK9Kum7IXwtABsaQTRL5BKCDPvedksQ9b0DV9BcoO919Y6Bsu6T2I9Un68c3/rcW6b6r7eVVkj7cVy0A5K33fIplk0Q+ARiGhBtjveLMG1A1w79u+05JZ5rZ6WY2KekitcYjesbRgWULr5f04FC/E4A8DP+eEvIJwOBKuOfNzK4xsyfN7L5AuZnZH5vZQ8Vl3S8ZxlcZ6Zk3r9XUXLX4WBzz0/HxZmLj50Rb0wm2tGeb4dW++9CKYNnk/k7jTYW/7JG14WX62tlg2XET8bFKHj+yJlw4H65vp7+J5kRk2si4W7ExjySp1uhvg2hGNs/mRPwYSGNlZOCtPnQaL6pX7j5vZpdJulWtrrivcff7zexDkra6+2ZJv2lmr5c0L2m3pLcOtxbjRTa1kE1k06DIJ/Stw9/enUfCG9fx949+LLeY/+PEbdHyt/zd+SOqCY4adjYVrpV0paTrA+WvlXRm8XippI8X/w6EyyaBKnGVstPv7lskbVnw3gfanv+OpN8Z/pIBZIN8ApCi8rLpdjM7LfKRCyRd7+4u6XtmdqyZrXf3HYMsl8YbUClpd18LYCkjnwCkaGzZFOotl8YbsKQkeLkdAEginwCkqb9sWmdmW9teb3L3TcOpUP9ovAFVw84RgFSRTwBSNPyeurvRsbfcftDbJFA13scDAEaBbAKQovHsO22W9Jai18mXSdo36P1uEmfegGpxcU8JgDSRTwBSVFI2mdkNks5V6/LKbZIulzQhSe7+CbU6Wjpf0kOSDkr69WEsd7SNNwt3XdycjK/UWBfMse5lY914e73DDxlpdS87GC6s742v1scPrA6WTdQbwbIjx8cPA+z+qXBX3jPPD0/3T055PFh24rJ90WX+9YH1wbL6ofDKr4W/pqR499ex3zvWJbmk6G/aXNbfNhbrOlzqYjvrUUnd3S5tZJMkskkimwZFPpVg9Qo1fnYow0MlbXLffLT8zkMvCJbtPSM87MWxPzrSd536dfn6W6Pl5219R7DspGFXpqIar4xs89+4uef5lZFN7n5xh3KX9K5hL5czb0DVsHMEIFXkE4AUZZRN3PMGAAAAABXAmTegYrgsCUCqyCcAKcopm2i8AVVDhwAAUkU+AUhRRtlE4w2oErrXBpAq8glAijLLJu55AwAAAIAKGO2ZN3fVjizeFWxtfrLDtOEia0ami5wlbXToRrnWCC90cn+4bOX2eJv4qWPXBMvWnbQ/WNY85XB0vruOnQiWnXTqrmDZvz/5m8GyfzL5VHSZX971omDZsgPh9bDscOxHU/T3jp357nRNc6w81nV7TG0uvtD6obn+ZhyS0dGjZJBNksgmiWwaGPk0fDMHVb/t7kWLot2pZ+amy88Llv0//+8ng2X/8RvR3tx1xo0dxgcJ+NHF4XFD1tfDw6NIUvPucNZK8TxdKkLbfN8yyiYumwQqJqebbgHkhXwCkKKcsonGG1A1GQUQgMyQTwBSlFE20XgDqiajAAKQGfIJQIoyyiYab0CFmOd16h9APsgnACnKLZtovAFVk9FYJQAyQz4BSFFG2UTjDaiajI4eAcgM+QQgRRll00gbb9Z01Q7OLl42vzw6baxr7KjIZM2p+KRNC7fSJw+Eu5NeuSPe1fTcinDX4zs93H1sbfniXZkftXzdwWDZL570o2DZ61eGp5NWRpd5YD68EifDPYtr4ulO6yjcN3a/3WZL8a7bo926R9QPx7sZrs0Mt9vfnE79p4JsaiGbyKZBkU8oy/Su8NAWV156YXjCi+LzffsnPh8s+7nljwXL1tTCQwVI8RBf/hR/KKOWUzZ1/K/GzK4xsyfN7L629z5oZtvN7J7icX651QTwDO/jkSnyCUgM2SSJbAKSk9G+UzfHCa+VtNjIiH/k7mcXjy3DrRaARfmPb7zt5ZGxa0U+AWkgm9pdK7IJSENm+04dG2/ufruk3SOoC4BuZHT0aFDkE5AYskkS2QQkJ6N9pwGu0NdlZvaD4tKA40IfMrNLzWyrmW2dbcTuXwDQlYwCqEQd84lsAkpANnXS877TnI6Msn5AnjLad+q38fZxSWdIOlvSDkl/GPqgu29y943uvnGyvqLPxQE4KqdT/yXpKp/IJmD4yKaovvadJjp0fgGgs5z2nfpqvLn7E+7ecPempD+VdM5wqwUA/SGfAKSIbAIwDH013sxsfdvLX5Z0X+izAIYso1P/ZSCfgDEim4LIJmCMMtp36jjOm5ndIOlcSevMbJukyyWda2Znq/XVHpH0jq6W5pIagQFrIuMWSYoOjF6LDGUTGx8nPgKO1JiIlYUrVD8S/8VX/kO4vH4kvNDG8kiFJB0+ITxG044NxwTLDjTDY/3sbcbHb9q2b02wbGIm/D2tw9hYzciW2Yyshnp4GJgWjy03vg0Gp+owBpPNxddhTxI/lT9qQ8snskkS2SSRTQMhn54x1H0nDOSMG+OJetWNvxwui0z3yOvCufY3F/1JdJnH/S33MY5UZtnUsfHm7hcv8vbVJdQFAHpCPgFIEdkEoCwdG28AEpPR0SMAmSGfAKQoo2yi8QZUTUYBBCAz5BOAFGWUTTTegAox5XXdNoB8kE8AUpRbNtF4A6omowACkBnyCUCKMsomGm9AlWTWYxKAjJBPAFKUWTYl03iLdbctSV4Lf6AZaU7XIj9Wp26UVQ8XNSYjFe7wXZZFuute/Vikq+7Z+JZ3YH24wneedGqw7NbjTwiWzTSno8vcu3tVsOx54V6+5fX4Sup3/Xb8TSO8r1EP1bkX7w5dzfcsowCqArKphWxqIZs6IJ+wRLz3tV8Klj0yf3CENUFXMsqmZBpvALqUUQAByAz5BCBFGWVTv8fzAIyJee8PABgFsglAisrYdzKz88zsb8zsITN73yLlbzWzp8zsnuLx9mF8F868AVXDDg+AVJFPAFI05Gwys7qkj0l6jaRtku40s83u/sCCj97k7pcNc9mceQOqxPt8AEDZyCYAKSpn3+kcSQ+5+8PuPivpRkkXlFD756DxBlQMl00CSBXZBCBFfe47rTOzrW2PS9tmuUHSY22vtxXvLfRvzOwHZnazmZ0yjO/CZZNA1bDDAyBV5BOAFPWXTTvdfeMAS/2SpBvc/YiZvUPSdZL++QDzkzTqxps3ZUdmFy2aODgfnXR2NtzVdHMiPF0z8g2tEf8llzUi00YmnZ+Kd7/skW6+J2fC/UlPzMTX0cSa8InUmdnwinh0dl2w7JHDx0eXaXvDK782H15J0e62pWgX17W5SFl8FcW7xo4UxbpCrx+ObCiSFNjm+8XR6hKQTZLIJolsGhT5hKXi3615LFj2k3/+7ui0Z2iAsUPQlxKyabuk9jNpJxfvPcPdd7W9vErSh4exYC6bBKqG+0oApIpsApCi4e873SnpTDM73cwmJV0kaXP7B8xsfdvL10t6cNCvIdF4A6qlnJtuu+nudsrMbirK7zCz04bzhQBko6QDS+QTgIGUsO/k7vOSLpN0q1qNss+6+/1m9iEze33xsd80s/vN7PuSflPSW4fxdbjnDagQU/QKqv7m2V13t2+TtMfdf9LMLpL0XyX9n0OuCoAKI58ApKiMbJIkd98iacuC9z7Q9vx3JP3OsJfLmTegaoZ/dLub7m4vUOtGW0m6WdKrzGI36QBYkoZ/5o18AjC4jG45ofEGoJvubp/5THGpwD5J8R4jAGBw5BMAtOGySaBi+uwxaZ2ZbW17vcndNw2nRgDQ0kc+kU0ASpdTT7g03oCq6S+AYmOVdOzutu0z28xsmaQ1knYJANr1nk+dxlEinwAMjsZbnxpN+b79ixZNPLU8OunyZeErPA+vDX+N+eWRK0M7/JAThyLjcESm7TROUGMqUjYbnnZ2TfznOnRCeNqfWLc3WLZ22YFg2XcOvSC6zIn94WXW5sLrzztdsBtZv7HxkqwZ/1Gb9XB9Y+MlTe0Nj5e07KmZ+DL37I2W92z4AfRMd7dq7QRdJOlNCz6zWdIlkr4r6Y2SvuHu+UQh2dQqJ5vIpkGRTyNVv+3uaHnjlS8ZUU3ytO/0SChGHH9HZJBPSdKRvuabk07b7tBllAiceQOqxId/6t/d583saHe3dUnXHO3uVtJWd98s6WpJnzSzhyTtVmsHCgB+jHwCkKISsmmcaLwBVVNCAHXR3e1hSb8y/CUDyAr5BCBFNN4AjEtOR48A5IV8ApCinLKJxhtQNRkFEIDMkE8AUpRRNtF4Ayomp6NHAPJCPgFIUU7ZROMNqBJXVkePAGSEfAKQosyyqWPjzcxOkXS9pBPV+uqb3P2jZrZW0k2STpP0iKQL3X1PdGbu8tm5RYtqu/dFJ52ycDfKzWWrg2VzK8L9Pjc79ORaj3SNXZ8LbwUW6cVb6tCddLjX547dfB8+PlynF67dESxbUQt3Wbvj6WOiy5zaE67TssPh+sR+F0lS7KtGyprL4usoZuJg+IebfuJgeMInd0bn2zx0qN8qLS6jABoE2RQoI5skkU2SRp9NEvlUGGo+DSDWHTvDCHS2+4X9bdD1w0OuSEWNfDiAmIyyqdOINpI0L+k97n6WpJdJepeZnSXpfZK+7u5nSvp68RpAiUytU/+9PjJFNgEJ6SefMkY+AYnIbd+pY+PN3Xe4+93F8xlJD0raIOkCSdcVH7tO0htKqiOAdt7HI0NkE5AgskkS+QQkJ6N9p57ueTOz0yS9WNIdkk5096PXuzyu1qUBAEpmnnCijAnZBKSBfHou8gkYv5yyqevGm5mtknSLpHe7+35ru8/D3d1s8ROMZnappEsladpWDlZbYKlL/GjQOJBNQCLIp+cYSj5pxSiqCuQrs2zq5p43mdmEWuHzaXf/XPH2E2a2vihfL+nJxaZ1903uvtHdN07a9DDqDCxpOV23PSiyCUgL2fRjw8qnCU2NpsJAxnLad+rYeLPWYaKrJT3o7h9pK9os6ZLi+SWSvjj86gF4joyu2x4E2QQkiGySRD4Byclo36mbyyZfIenNku41s3uK994v6QpJnzWzt0l6VNKFHedkJpta/AiSH+7Qr+rOPcGiqRWTwbIjx4W/4myH7q07dX8d4h0mq4d7v9bkgXCX0I2p+Iw98msur80Gy/Y2wpeMPbV3VXSZa/aFt26bD5d5PTpbNSPfJdbduXc4HFGLdKM+uS/cT3r9ib3Bsvn9B6LLtGWRft/DPws6I5t6RDa1kE0tZFOphpdPGJ8TIqEYsXpbf9MB3ejYeHP3bys8es2rhlsdAJ2kfCp/lMgmID3kUwv5BKQlp2zqqbdJAAnIKIAAZIZ8ApCijLKJxhtQJYnfRAtgCSOfAKQos2yi8QZUTUYBBCAz5BOAFGWUTTTegAox5XX0CEA+yCcAKcotm2i8AVXjGSUQgLyQTwBSlFE20XgDKiano0cA8kI+AUhRTtk02sabmTS5+LgyfvBQfNp9+4NF9V0rgmVTaxcfu6ml/68fGwsoNg6QJNXCQ/ZEr8ntNEZTrHwuUuGdc6uDZfNH+l9HzchYVM1l8S8TGy+pfiS8kiYORiaUVD8cLp/YHd4Gm5HtT81GdJm2Mrx99jyWUuIDR1YW2SSJbJLIpmf0M84b+VQp9dvuDpY1XvmSEdYkXStXhcf5/O97XzDCmqQrth0lI7Ns4swbUDGxnUcAGCfyCUCKcsomGm9A1WR09AhAZsgnACnKKJtq464AgN6Y9/4AgFEgmwCkqIx9JzM7z8z+xsweMrP3LVI+ZWY3FeV3mNlpw/guNN6AKnG1ekzq9QEAZesnnwCgbCXsO5lZXdLHJL1W0lmSLjazsxZ87G2S9rj7T0r6I0n/dRhfh8YbUDGceQOQKrIJQIpK2Hc6R9JD7v6wu89KulHSBQs+c4Gk64rnN0t6lZl16OKrMxpvQNV4Hw8AGAWyCUCKhr/vtEHSY22vtxXvLfoZd5+XtE/S8f1/iZbRdljiLs3OLV40G++X2OfCfVjbzNPBsukd08GyZU+HyySpORXuwnp2TXjVzS2PN6qbi/dI3pp2Zbg9PT/dobFeC29pjx8+Jlh2qDEZLPP5ePu+EentfH55/8cGJp4Of5flu8LbwuSeI9H52qHFtz9Jqu2dCZY1Ytvn4AdRumbiaHUpyKbWfMmmjsimyOJEPuWCYQRajl0eHirg4UPPG2FNxqsSwwFEDJBN68xsa9vrTe6+aSiVGgC9TQJVwn0iAFJFPgFIUf/ZtNPdNwbKtks6pe31ycV7i31mm5ktk7RG0q5+KtKOyyYBAAAAoHt3SjrTzE43s0lJF0navOAzmyVdUjx/o6RvuA9+hIszb0DFcFkSgFSRTwBSNOxscvd5M7tM0q2S6pKucff7zexDkra6+2ZJV0v6pJk9JGm3Wg28gdF4A6qGnSMAqSKfAKSohGxy9y2Stix47wNtzw9L+pVhL5fGG1AxHNkGkCryCUCKcsomGm9AlbikZkYJBCAf5BOAFGWWTaNtvDWb8kOHFi9rNKKTWj3cNbaOhLtgtid2B8sm94S7oZYkX7U8PN/G6mBZYyI+38ZUf9031xrxDW9yd7j/mbseeX6wrF5vBssmnoj0HS6pHu5FV7X5cH1jZZI0cSBcp6nHD4Tn+9Te6Hxj3b43A13FS1J0TMXJ+O/dadvuWT75kw6yqVVONpFNgyKfsjdIt/FVG2bgqe+uDxe+btvoKjIEVe/uf2AZZRNn3oCKyenUP4C8kE8AUpRTNtF4A6qGcZQApIp8ApCijLKJxhtQMTkdPQKQF/IJQIpyyiYab0CVuLK6bhtARsgnACnKLJtovAEVYpIso1P/APJBPgFIUW7ZROMNqJpwZ3cAMF7kE4AUZZRNI228uSRvBNZerLttSbYsXFWPtab37Y/WJ7rMQyuDZZOR7pmtEZ5OkpqT4W6za/Phrctr8W6860fCXWcf3BnuWlzh6mj5U/GtfcWT4e6ta7P9/6XUD4S7WI91ud3cEy6TItufJEXWb2z7s1pkBUpD7447p6NHqSCbWsimzsimOPIJMbHu6lMcRmDDX4THHHngL140wpp0Z8kPBxCRUzZ1SHbJzE4xs9vM7AEzu9/Mfqt4/4Nmtt3M7ike55dfXWCJ8z4fGSKbgMSQTc8gn4CEZLbv1M2Zt3lJ73H3u81staS7zOyrRdkfufsflFc9AM/mWXV3OyCyCUgK+dSGfAKSkVc2dWy8ufsOSTuK5zNm9qCkDWVXDMDiRt3drZmtlXSTpNMkPSLpQnffs8jnGpLuLV7+vbu/vsx6kU1AekaZT6lmk0Q+AanJaaiAjpdNtjOz0yS9WNIdxVuXmdkPzOwaMzsuMM2lZrbVzLbOefjaYQBdcu/9MZj3Sfq6u58p6evF68Uccvezi0fpO0ftyCYgEWTTcwycTwrfZwmgS6PfdypN1403M1sl6RZJ73b3/ZI+LukMSWerdXTpDxebzt03uftGd984YdOD1xjAqF0g6bri+XWS3jC+qjwX2QQsWUlnkzSkfNLUqKoLoAK6aryZ2YRa4fNpd/+cJLn7E+7ecPempD+VdE551QQgSXLJmr0/BnRicQmQJD0u6cTA56aLI8XfM7M3DLzULpBNQEL6yKcBJZtNEvkEJGM8+06l6XjPm5mZpKslPejuH2l7f31baP6ypPvKqSKAZ+nvVP46M9va9nqTu286+sLMvibppEWm+91nL9rdLHjl+Knuvt3MXiDpG2Z2r7v/qJ/KdoNsAhLUez5ll00S+QQkJ+HLIHvVTW+Tr5D0Zkn3mtk9xXvvl3SxmZ2tVmeaj0h6R6cZmSSrB072dRpLKVLukbFqmrNznaoVVDsUvg+mtntfsGzyYPz+GV8W/i7WDG9cHlp3hYnd4UsrVm6fjFQoXFSfiV9rX4t91wH+UPzgoWBZc+ZAeLrYWElSfLykyPhYSelvte50943BWbq/OlRmZk8c3eEws/WSngzMY3vx78Nm9k217vEocweJbFqsjGySRDaNTe+rNsdskoaYT0tFimOUxcaeS7G+iMin7dZVb5PfVmvfZqEtw68OgE7GMNDkZkmXSLqi+PeLz6lT66b7g+5+xMzWqbXj8uEyK0U2AekZcT4lmU0S+QSkZkkN0g0gMaPvMekKSa8xsx9KenXxWma20cyuKj7zTyVtNbPvS7pN0hXu/sCgCwZQMWQTgBRl1NtkN5dNAkiFSxrxTbTuvkvSqxZ5f6uktxfPvyPpRaOtGYCkjDifyCYAXRnDvlOZaLwBFWLyrE79A8gH+QQgRbllE403oGoyCiAAmSGfAKQoo2yi8QZUTUYBBCAz5BOAFGWUTSNtvO333Tu/cuhTj7a9tU7SzlHWoYNn1yfc63O8bLjSXkfjl1p9pN7qdGpPc87suu1UkE19SXsdpSG1OpWXTRL5VJIZ7dn5Nb/5aD6ltk1J6dVpePX5xs1DmY1yXkfDw75Tl0baeHP357W/NrOtsfFdRi21+kjp1Yn6dFZ2nXK6bjsVZFPvUqtTavWR0qvTKOpDPg1fez6ltk1J6dUptfpI6dUptfpI7Dv1gssmgarJKIAAZIZ8ApCijLKJxhtQKWmPPQJgKSOfAKQor2wad+Nt05iXv1Bq9ZHSqxP16ay8OrmyCqCEpbZdpVYfKb06pVYfKb06lVsf8mkUUtumpPTqlFp9pPTqlFp9JPadumae0ZcBcrdm+Xp/+Qv+bc/T3frAf7krtevbAeSln3wimwCULbd9p3GfeQPQo5xuugWQF/IJQIpGnU1mtlbSTZJOk/SIpAvdfc8in2tIurd4+ffu/vpO864Nr5oAAAAAsOS9T9LX3f1MSV8vXi/mkLufXTw6NtykMTXezOw8M/sbM3vIzEJfZqTM7BEzu9fM7jGzrWNY/jVm9qSZ3df23loz+6qZ/bD497gE6vRBM9terKd7zOz8EdbnFDO7zcweMLP7zey3ivfHsp4i9Sl3Hbn3/kDXUsuncWdTUYek8olsGqhOaeUTupZaNknjz6fUsilSJ/Kpc33SyqbB8+kCSdcVz6+T9IZBZ3jUyBtvZlaX9DFJr5V0lqSLzeysUdcj4JVFy3cc17deK+m8Be9122ofZZ0k6Y/ajhJsGWF95iW9x93PkvQySe8qtp1xradQfaSy1pFLanrvD3Ql4XwaZzZJ6eXTYvWRyKZu6iSllE/oSsLZJLHv1E2dJPKpU32klLJp8Hw60d13FM8fl3Ri4HPTZrbVzL5nZm/oZsbjOPN2jqSH3P1hd5+VdKNardMlzd1vl7R7wdultdoHqNPYuPsOd7+7eD4j6UFJGzSm9RSpT5lL5cxbucinRaSWT2TTQHUqc6lkU3nIpkWklk2ROo1NavlUmWxq5dO6omF19HFp+1zN7Gtmdt8ij2f9bXqrd8hQ4J1aHPh4k6T/z8zO6PRtxtF42yDpsbbX21T6j9YVl/QVM7tr4Y8zRt222kftMjP7QXFpwEgvRzjKzE6T9GJJdyiB9bSgPlKZ64jGW5lSzKcUs0lK4O9uEWRT5zpJKeUTupViNklp5lMSf3eLIJ/i9ZFSyqZWPu10941tj03PnqW/2t1fuMjji5KeMLP1xfdcL+nJxavl24t/H5b0zWJ9RNFhyY/9vLu/RK1LEt5lZr847gq169BqH6WPSzpD0tmSdkj6w1FXwMxWSbpF0rvdfX972TjW0yL1KXcd0XhbapLOJimZfCKbuqtTWvmEqks6nxLJJol86qY+aWXT4Pm0WdIlxfNLJH1x4QfM7Dgzmyqer5P0CkkPdJrxOBpv2yWd0vb65OK9sWpr+T4p6fNqXaIwbl212kfJ3Z9w94a7NyX9qUa8nsxsQq0/9k+7++eKt8e2nharT6nryMU9b+VKLp8SzSYpsXwim7qrU3L5hG4ll01SsvmUVDZJ5FM39UkumwbPpyskvcbMfijp1cVrmdlGM7uq+Mw/lbTVzL4v6TZJV7h7ko23OyWdaWanm9mkpIvUap2OjZmtNLPVR59L+iVJ98WnGomOrfZRO/qHXvhljXA9mZlJulrSg+7+kbaisaynUH3KXUcuebP3B7qVVD4lnE1SYvlENnVXp+TyCd1KKpukpPMpqWySyKdu6pNcNg2YT+6+y91f5e5nFpdX7i7e3+ruby+ef8fdX+TuP1P8e3U38x75IN3uPm9ml0m6VVJd0jXufv+o67HAiZI+39qetEzSZ9z9y6OsgJndIOlctW6O3CbpcrVa6Z81s7dJelTShQnU6VwzO1ut4xiPSHrHCKv0CklvlnSvmd1TvPd+jW89hepzcanriEuNSpNgPo09m6T08olsGqhO5FMFJZhNUgL5lFo2RepEPnWuD9nUJfOMvgyQuzWTJ/rPnXRxz9N9+bGP3uXj62YewBLQTz6RTQDKltu+08jPvAEYEAdcAKSKfAKQooyyicYbUDUZBRCAzJBPAFKUUTbReAMqhe61AaSKfAKQoryyicYbUCUuqUkPbQASRD4BSFFm2UTjDaiajI4eAcgM+QQgRRllE403oGoyCiAAmSGfAKQoo2yi8QZUikvNfAIIQE7IJwApyiubaLwBVeKSez7XbQPICPkEIEWZZVNt3BUAAAAAAHTGmTegajI69Q8gM+QTgBRllE003oCqyeimWwCZIZ8ApCijbKLxBlSJe1ZjlQDICPkEIEWZZRONN6BqMjp6BCAz5BOAFGWUTTTegIrxjI4eAcgL+QQgRTllE403oFI8q6NHAHJCPgFIUV7ZROMNqBJXVj0mAcgI+QQgRZllE403oGoyGmgSQGbIJwApyiibaLwBFeKSPKOjRwDyQT4BSFFu2UTjDagS96yOHgHICPkEIEWZZRONN6Bicjp6BCAv5BOAFOWUTTTegKrJ6OgRgMyQTwBSlFE2mWfUdSaQOzP7sqR1fUy6093PG3Z9AOCoPvOJbAJQqtz2nWi8AQAAAEAF1MZdAQAAAABAZzTeAAAAAKACaLwBAAAAQAXQeAMAAACACqDxBgAAAAAV8P8DhyBBouaY96UAAAAASUVORK5CYII=\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -554,12 +569,15 @@ "plt.figure(figsize=(15, 5))\n", "plt.subplot(1,3,1)\n", "plt.imshow(y_hat[0])\n", + "plt.colorbar()\n", "plt.title('y_hat');\n", "plt.subplot(1,3,2)\n", "plt.imshow(y_target[0])\n", + "plt.colorbar()\n", "plt.title('y_target');\n", "plt.subplot(1,3,3)\n", "plt.imshow(y_real[0])\n", + "plt.colorbar()\n", "plt.title('GT');" ] } diff --git a/fit/datamodules/tomo_rec/FCDataset.py b/fit/datamodules/tomo_rec/FCDataset.py index 625101b..c0065c4 100644 --- a/fit/datamodules/tomo_rec/FCDataset.py +++ b/fit/datamodules/tomo_rec/FCDataset.py @@ -38,13 +38,12 @@ def __getitem__(self, item): mag_min, mag_max = sino_mag.min(), sino_mag.max() - sino_mag = (sino_mag - mag_min) / (mag_max - mag_min) - img_mag = (img_mag - mag_min) / (mag_max - mag_min) + sino_mag = 2 * (sino_mag - mag_min) / (mag_max - mag_min) - 1 + img_mag = 2 * (img_mag - mag_min) / (mag_max - mag_min) - 1 - sino_phi = sino_phi / (2 * np.pi) - img_phi = img_phi / (2 * np.pi) + sino_phi = 2 * sino_phi / (2 * np.pi) - 1 + img_phi = 2 * img_phi / (2 * np.pi) - 1 sino_fft = torch.stack([sino_mag.flatten(), sino_phi.flatten()], dim=-1) img_fft = torch.stack([img_mag.flatten(), img_phi.flatten()], dim=-1) return sino_fft, img_fft, img, (mag_min.unsqueeze(-1), mag_max.unsqueeze(-1)) - diff --git a/fit/datamodules/tomo_rec/TRecDataModule.py b/fit/datamodules/tomo_rec/TRecDataModule.py index 4714d72..ef36be8 100644 --- a/fit/datamodules/tomo_rec/TRecDataModule.py +++ b/fit/datamodules/tomo_rec/TRecDataModule.py @@ -13,6 +13,7 @@ from skimage.transform import resize from fit.utils.tomo_utils import get_detector_length +from fit.utils.utils import normalize def get_projection_dataset(dataset, num_angles, im_shape=70, impl='astra_cpu', inner_circle=True): @@ -83,15 +84,18 @@ def __init__(self, root_dir, batch_size, num_angles=15, inner_circle=True): self.num_angles = num_angles self.inner_circle = inner_circle self.gt_ds = None + self.mean = None + self.std = None def setup(self, stage: Optional[str] = None): - mnist_test = MNIST(self.root_dir, train=False, download=True).data - mnist_train_test = MNIST(self.root_dir, train=True, download=True).data + mnist_test = MNIST(self.root_dir, train=False, download=True).data.type(torch.float32) + mnist_train_val = MNIST(self.root_dir, train=True, download=True).data.type(torch.float32) np.random.seed(1612) - perm = np.random.permutation(mnist_train_test.shape[0]) - mnist_train = mnist_train_test[perm[:55000], 1:, 1:] - mnist_val = mnist_train_test[perm[55000:], 1:, 1:] + perm = np.random.permutation(mnist_train_val.shape[0]) + mnist_train = mnist_train_val[perm[:55000], 1:, 1:] + mnist_val = mnist_train_val[perm[55000:], 1:, 1:] mnist_test = mnist_test[:, 1:, 1:] + assert mnist_train.shape[1] == MNISTTomoFourierTargetDataModule.IMG_SHAPE assert mnist_train.shape[2] == MNISTTomoFourierTargetDataModule.IMG_SHAPE x, y = torch.meshgrid(torch.arange(-MNISTTomoFourierTargetDataModule.IMG_SHAPE // 2 + 1, @@ -102,6 +106,13 @@ def setup(self, stage: Optional[str] = None): mnist_train = circle * np.clip(mnist_train, 50, 255) mnist_val = circle * np.clip(mnist_val, 50, 255) mnist_test = circle * np.clip(mnist_test, 50, 255) + + self.mean = mnist_train.mean() + self.std = mnist_train.std() + + mnist_train = normalize(mnist_train, self.mean, self.std) + mnist_val = normalize(mnist_val, self.mean, self.std) + mnist_test = normalize(mnist_test, self.mean, self.std) self.gt_ds = get_projection_dataset( GroundTruthDataset(mnist_train, mnist_val, mnist_test), num_angles=self.num_angles, im_shape=70, impl='astra_cpu', inner_circle=self.inner_circle) diff --git a/fit/modules/TRecTransformerModule.py b/fit/modules/TRecTransformerModule.py index 1e839a3..b79dfc9 100644 --- a/fit/modules/TRecTransformerModule.py +++ b/fit/modules/TRecTransformerModule.py @@ -1,6 +1,7 @@ import torch from pytorch_lightning import LightningModule from pytorch_lightning.core.step_result import TrainResult, EvalResult +from torch.optim.lr_scheduler import ReduceLROnPlateau from fit.datamodules.tomo_rec import MNISTTomoFourierTargetDataModule from fit.transformers.TRecTransformer import TRecTransformer @@ -12,6 +13,8 @@ from torch.nn import functional as F import torch.fft +from fit.utils.utils import denormalize + class TRecTransformerModule(LightningModule): def __init__(self, d_model, y_coords_proj, x_coords_proj, y_coords_img, x_coords_img, src_flatten_coords, @@ -19,7 +22,6 @@ def __init__(self, d_model, y_coords_proj, x_coords_proj, y_coords_img, x_coords alpha=1.5, bin_factor_cd=10, lr=0.0001, weight_decay=0.01, - loss_switch=0.5, attention_type="linear", n_layers=4, n_heads=4, d_query=4, dropout=0.1, attention_dropout=0.1): super().__init__() @@ -31,7 +33,6 @@ def __init__(self, d_model, y_coords_proj, x_coords_proj, y_coords_img, x_coords "detector_len", "lr", "weight_decay", - "loss_switch", "attention_type", "n_layers", "n_heads", @@ -68,9 +69,6 @@ def __init__(self, d_model, y_coords_proj, x_coords_proj, y_coords_img, x_coords dropout=self.hparams.dropout, attention_dropout=self.hparams.attention_dropout) - self.criterion = self._fc_loss - self.using_real_loss = False - x, y = torch.meshgrid(torch.arange(-MNISTTomoFourierTargetDataModule.IMG_SHAPE // 2 + 1, MNISTTomoFourierTargetDataModule.IMG_SHAPE // 2 + 1), torch.arange(-MNISTTomoFourierTargetDataModule.IMG_SHAPE // 2 + 1, @@ -82,7 +80,12 @@ def forward(self, x, out_pos_emb): def configure_optimizers(self): optimizer = RAdam(self.trec.parameters(), lr=self.hparams.lr, weight_decay=self.hparams.weight_decay) - return optimizer + scheduler = ReduceLROnPlateau(optimizer, mode='min', factor=0.5, verbose=True) + return { + 'optimizer': optimizer, + 'lr_scheduler': scheduler, + 'monitor': 'Train/avg_val_mse' + } def _real_loss(self, pred_fc, target_fc, target_real, mag_min, mag_max): if self.bin_factor == 1: @@ -104,9 +107,15 @@ def _real_loss(self, pred_fc, target_fc, target_real, mag_min, mag_max): 2 * (self.hparams.img_shape // 2,), (1, 2)) return F.mse_loss(y_hat, y_target) - def _fc_loss(self, pred_fc, target_fc, target_real, mag_min, mag_max): + def _fc_loss(self, pred_fc, target_fc): return F.mse_loss(pred_fc, target_fc) + def criterion(self, pred_fc, target_fc, target_real, mag_min, mag_max): + fc_loss = self._fc_loss(pred_fc=pred_fc, target_fc=target_fc) + real_loss = self._real_loss(pred_fc=pred_fc, target_fc=target_fc, target_real=target_real, mag_min=mag_min, + mag_max=mag_max) + return fc_loss + real_loss + def _bin_data(self, x_fc, y_fc): shells = (self.hparams.detector_len // 2 + 1) / self.bin_factor num_sino_fcs = np.clip(self.num_angles * int(shells + 1), 1, x_fc.shape[1]) @@ -127,12 +136,6 @@ def training_step(self, batch, batch_idx): loss = self.criterion(pred, y_fc_, y_real, mag_min, mag_max) return loss - def on_train_epoch_start(self): - if not self.using_real_loss and self.current_epoch >= (self.trainer.max_epochs * self.hparams.loss_switch): - self.criterion = self._real_loss - print('Epoch {}/{}: Switched to real loss.'.format(self.current_epoch, self.trainer.max_epochs - 1)) - self.using_real_loss = True - def training_epoch_end(self, outputs): loss = [d['loss'] for d in outputs] self.log('Train/loss', torch.mean(torch.stack(loss)), logger=True, on_epoch=True) @@ -206,7 +209,8 @@ def validation_epoch_end(self, outputs): bin_mse = [o['bin_mse'] for o in outputs] mean_val_mse = torch.mean(torch.stack(val_mse)) mean_bin_mse = torch.mean(torch.stack(bin_mse)) - if self.bin_count > self.hparams.bin_factor_cd and mean_val_mse < (self.hparams.alpha * mean_bin_mse) and self.bin_factor > 1: + if self.bin_count > self.hparams.bin_factor_cd and mean_val_mse < ( + self.hparams.alpha * mean_bin_mse) and self.bin_factor > 1: self.bin_count = 0 self.bin_factor = max(1, self.bin_factor - 1) self.register_buffer('mask', psfft(self.bin_factor, pixel_res=self.hparams.img_shape).to(self.device)) @@ -233,7 +237,10 @@ def test_step(self, batch, batch_idx): pred_img = torch.roll(torch.fft.irfftn(pred_dft[0], s=2 * (self.hparams.img_shape,)), 2 * (self.hparams.img_shape // 2,), (0, 1)) - return PSNR(self.circle * y_real[0], self.circle * pred_img, drange=torch.tensor(255., dtype=torch.float32)) + gt = denormalize(y_real[0], self.trainer.datamodule.mean, self.trainer.datamodule.std) + pred_img = denormalize(pred_img, self.trainer.datamodule.mean, self.trainer.datamodule.std) + + return PSNR(self.circle * gt, self.circle * pred_img, drange=torch.tensor(255., dtype=torch.float32)) def test_epoch_end(self, outputs): outputs = torch.stack(outputs) diff --git a/fit/utils/utils.py b/fit/utils/utils.py index b762db2..7004850 100644 --- a/fit/utils/utils.py +++ b/fit/utils/utils.py @@ -6,9 +6,11 @@ def convert2FC(x, mag_min, mag_max): mag = x[..., 0] phi = x[..., 1] + mag = (mag + 1) / 2. mag = (mag * (mag_max - mag_min)) + mag_min mag = torch.exp(mag) + phi = (phi + 1) / 2. phi = phi * 2 * np.pi return torch.complex(mag * torch.cos(phi), mag * torch.sin(phi)) @@ -25,23 +27,29 @@ def fft_interpolate(srcx, srcy, dstx, dsty, sino_fft, target_shape, dst_flatten_ output[dst_flatten_order] = vals return output.reshape(target_shape) + def gaussian(x, mu, sig): return torch.exp(-torch.pow(x - mu, torch.tensor(2.)) / (2 * torch.pow(sig, torch.tensor(2.)))) -def gaussian_psf(x,c,r): - return torch.maximum((1+gaussian(r,0,r/2.))*gaussian(x,c,r/2.)-gaussian(r,0,r/2.),torch.zeros_like(x)) -def psf_real(r,pixel_res=32): - c=int(pixel_res/2.) +def gaussian_psf(x, c, r): + return torch.maximum((1 + gaussian(r, 0, r / 2.)) * gaussian(x, c, r / 2.) - gaussian(r, 0, r / 2.), + torch.zeros_like(x)) + + +def psf_real(r, pixel_res=32): + c = int(pixel_res / 2.) x, y = torch.meshgrid(torch.arange(pixel_res), torch.arange(pixel_res)) psfimg = gaussian_psf(x, c, r) * gaussian_psf(y, c, r) - psfimg=torch.roll(psfimg, -c, dims=0) - psfimg=torch.roll(psfimg, -c, dims=1) - psfimg/=torch.sum(psfimg) + psfimg = torch.roll(psfimg, -c, dims=0) + psfimg = torch.roll(psfimg, -c, dims=1) + psfimg /= torch.sum(psfimg) return psfimg -def psfft(r,pixel_res=32): - return torch.fft.rfftn(psf_real(r,pixel_res)) + +def psfft(r, pixel_res=32): + return torch.fft.rfftn(psf_real(r, pixel_res)) + def normalize_minmse(x, target): """Affine rescaling of x, such that the mean squared error to target is minimal.""" @@ -50,16 +58,26 @@ def normalize_minmse(x, target): beta = target.mean() - alpha * x.mean() return alpha * x + beta + def PSNR(gt, img, drange): img = normalize_minmse(img, gt) mse = torch.mean(torch.square(gt - img)) return 20 * torch.log10(drange) - 10 * torch.log10(mse) + def convert_to_dft(fc, mag_min, mag_max, dst_flatten_coords, img_shape=28): fc = convert2FC(fc, mag_min, mag_max) - dft = torch.ones(fc.shape[0], img_shape*(img_shape//2 + 1), dtype=fc.dtype, device=fc.device) + dft = torch.ones(fc.shape[0], img_shape * (img_shape // 2 + 1), dtype=fc.dtype, device=fc.device) dft[:, :fc.shape[1]] = fc - dft[:,dst_flatten_coords] = torch.flatten(dft.clone(), start_dim=1) - return dft.reshape(-1, img_shape, img_shape//2 + 1) \ No newline at end of file + dft[:, dst_flatten_coords] = torch.flatten(dft.clone(), start_dim=1) + return dft.reshape(-1, img_shape, img_shape // 2 + 1) + + +def normalize(data, mean, std): + return (data - mean) / std + + +def denormalize(data, mean, std): + return (data * std) + mean diff --git a/scripts/TRec_MNIST.py b/scripts/TRec_MNIST.py index 50e8e0b..6a95222 100755 --- a/scripts/TRec_MNIST.py +++ b/scripts/TRec_MNIST.py @@ -24,7 +24,7 @@ def main(): conf = json.load(f) dm = MNISTTomoFourierTargetDataModule(root_dir=conf['root_dir'], batch_size=conf['batch_size'], - num_angles=conf['num_angles']) + num_angles=conf['num_angles'], inner_circle=conf['inner_circle']) dm.setup() train_dl = dm.train_dataloader() @@ -44,7 +44,7 @@ def main(): angles=dm.gt_ds.get_ray_trafo().geometry.angles, img_shape=dm.IMG_SHAPE, detector_len=det_len, init_bin_factor=3, bin_factor_cd=10, alpha=1.5, - lr=0.0001, weight_decay=0.01, loss_switch=0.1, attention_type='linear', n_layers=8, + lr=0.0001, weight_decay=0.01, attention_type='linear', n_layers=8, n_heads=8, d_query=256 // 8, dropout=0.1, attention_dropout=0.1) if exists('lightning_logs'): @@ -64,14 +64,17 @@ def main(): ), deterministic=True) - trainer.fit(model, train_dl, val_dl); + trainer.fit(model, datamodule=dm); model = TRecTransformerModule.load_from_checkpoint('lightning_logs/version_0/checkpoints/best_val_loss_-last.ckpt', y_coords_proj=model.y_coords_proj, x_coords_proj=model.x_coords_proj, y_coords_img=model.y_coords_img, x_coords_img=model.x_coords_img, - angles=model.angles) + angles=model.angles, + src_flatten_coords=model.src_flatten_coords, + dst_flatten_coords=model.dst_flatten_coords, + dst_order=model.dst_order) test_res = trainer.test(model, test_dl)[0] out_res = { @@ -83,11 +86,14 @@ def main(): best_path = glob.glob('lightning_logs/version_0/checkpoints/best_val_loss_-epoch*')[0] model = TRecTransformerModule.load_from_checkpoint(best_path, - y_coords_proj=model.y_coords_proj, - x_coords_proj=model.x_coords_proj, - y_coords_img=model.y_coords_img, - x_coords_img=model.x_coords_img, - angles=model.angles) + y_coords_proj=model.y_coords_proj, + x_coords_proj=model.x_coords_proj, + y_coords_img=model.y_coords_img, + x_coords_img=model.x_coords_img, + angles=model.angles, + src_flatten_coords=model.src_flatten_coords, + dst_flatten_coords=model.dst_flatten_coords, + dst_order=model.dst_order) test_res = trainer.test(model, test_dl)[0] out_res = { diff --git a/scripts/test_config.json b/scripts/test_config.json index 46d7d70..7487027 100644 --- a/scripts/test_config.json +++ b/scripts/test_config.json @@ -2,6 +2,7 @@ "root_dir": "/home/tibuch/Data/mnist", "batch_size": 4, "num_angles": 15, + "inner_circle": true, "n_heads": 8, "d_query": 16, "lr": 0.0001, From 689d1b498eb2ae476c6929cbe3bd4146557b8b12 Mon Sep 17 00:00:00 2001 From: tibuch Date: Mon, 11 Jan 2021 13:21:30 +0100 Subject: [PATCH 4/5] Update README.md. --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 565acae..afc6218 100644 --- a/README.md +++ b/README.md @@ -6,7 +6,7 @@ Build Python package: `python setup.py bdist_wheel` Build singularity recipe: -`neurodocker generate singularity -b nvidia/cuda:10.2-cudnn7-devel-ubuntu18.04 -p apt --copy /home/tibuch/Gitrepos/FourierImageTransformer/dist/fourier_image_transformers-0.1.1-py3-none-any.whl /fourier_image_transformers-0.1.1-py3-none-any.whl --miniconda create_env=fit conda_install='python=3.7 astra-toolbox pytorch torchvision torchaudio cudatoolkit=10.2 -c pytorch -c astra-toolbox/label/dev' pip_install='/fourier_image_transformers-0.1.1-py3-none-any.whl' activate=true --entrypoint "/neurodocker/startup.sh python" > v0.1.1.Singularity` +`neurodocker generate singularity -b nvidia/cuda:10.2-cudnn7-devel-ubuntu18.04 -p apt --copy /home/tibuch/Gitrepos/FourierImageTransformer/dist/fourier_image_transformers-0.1.2-py3-none-any.whl /fourier_image_transformers-0.1.2-py3-none-any.whl --miniconda create_env=fit conda_install='python=3.7 astra-toolbox pytorch torchvision torchaudio cudatoolkit=10.2 -c pytorch -c astra-toolbox/label/dev' pip_install='/fourier_image_transformers-0.1.2-py3-none-any.whl' activate=true --entrypoint "/neurodocker/startup.sh python" > v0.1.2.Singularity` Build singularity container: -`sudo singularity build fit.simg fit.Singularity` \ No newline at end of file +`sudo singularity build fit_v0.1.2.simg v0.1.2.Singularity` \ No newline at end of file From d9bfd061674a26979efebead4fa036cdbd0d1f88 Mon Sep 17 00:00:00 2001 From: tibuch Date: Mon, 11 Jan 2021 14:02:00 +0100 Subject: [PATCH 5/5] Add singularity recipe. --- singularity/v0.1.2.Singularity | 138 +++++++++++++++++++++++++++++++++ 1 file changed, 138 insertions(+) create mode 100644 singularity/v0.1.2.Singularity diff --git a/singularity/v0.1.2.Singularity b/singularity/v0.1.2.Singularity new file mode 100644 index 0000000..0a6a537 --- /dev/null +++ b/singularity/v0.1.2.Singularity @@ -0,0 +1,138 @@ +# Generated by: Neurodocker version 0.7.0 +# Latest release: Neurodocker version 0.7.0 +# Timestamp: 2021/01/11 12:24:23 UTC +# +# Thank you for using Neurodocker. If you discover any issues +# or ways to improve this software, please submit an issue or +# pull request on our GitHub repository: +# +# https://github.com/ReproNim/neurodocker + +Bootstrap: docker +From: nvidia/cuda:10.2-cudnn7-devel-ubuntu18.04 + +%post +su - root + +export ND_ENTRYPOINT="/neurodocker/startup.sh" +apt-get update -qq +apt-get install -y -q --no-install-recommends \ + apt-utils \ + bzip2 \ + ca-certificates \ + curl \ + locales \ + unzip +apt-get clean +rm -rf /var/lib/apt/lists/* +sed -i -e 's/# en_US.UTF-8 UTF-8/en_US.UTF-8 UTF-8/' /etc/locale.gen +dpkg-reconfigure --frontend=noninteractive locales +update-locale LANG="en_US.UTF-8" +chmod 777 /opt && chmod a+s /opt +mkdir -p /neurodocker +if [ ! -f "$ND_ENTRYPOINT" ]; then + echo '#!/usr/bin/env bash' >> "$ND_ENTRYPOINT" + echo 'set -e' >> "$ND_ENTRYPOINT" + echo 'export USER="${USER:=`whoami`}"' >> "$ND_ENTRYPOINT" + echo 'if [ -n "$1" ]; then "$@"; else /usr/bin/env bash; fi' >> "$ND_ENTRYPOINT"; +fi +chmod -R 777 /neurodocker && chmod a+s /neurodocker + +export PATH="/opt/miniconda-latest/bin:$PATH" +echo "Downloading Miniconda installer ..." +conda_installer="/tmp/miniconda.sh" +curl -fsSL --retry 5 -o "$conda_installer" https://repo.continuum.io/miniconda/Miniconda3-latest-Linux-x86_64.sh +bash "$conda_installer" -b -p /opt/miniconda-latest +rm -f "$conda_installer" +conda update -yq -nbase conda +conda config --system --prepend channels conda-forge +conda config --system --set auto_update_conda false +conda config --system --set show_channel_urls true +sync && conda clean -y --all && sync +conda create -y -q --name fit +conda install -y -q --name fit \ + "python=3.7" \ + "astra-toolbox" \ + "pytorch" \ + "torchvision" \ + "torchaudio" \ + "cudatoolkit=10.2" \ + "-c" \ + "pytorch" \ + "-c" \ + "astra-toolbox/label/dev" +sync && conda clean -y --all && sync +bash -c "source activate fit + pip install --no-cache-dir \ + "/fourier_image_transformers-0.1.2-py3-none-any.whl"" +rm -rf ~/.cache/pip/* +sync +sed -i '$isource activate fit' $ND_ENTRYPOINT + + +echo '{ +\n "pkg_manager": "apt", +\n "instructions": [ +\n [ +\n "base", +\n "nvidia/cuda:10.2-cudnn7-devel-ubuntu18.04" +\n ], +\n [ +\n "user", +\n "root" +\n ], +\n [ +\n "_header", +\n { +\n "version": "generic", +\n "method": "custom" +\n } +\n ], +\n [ +\n "copy", +\n [ +\n "/home/tibuch/Gitrepos/FourierImageTransformer/dist/fourier_image_transformers-0.1.2-py3-none-any.whl", +\n "/fourier_image_transformers-0.1.2-py3-none-any.whl" +\n ] +\n ], +\n [ +\n "miniconda", +\n { +\n "create_env": "fit", +\n "conda_install": [ +\n "python=3.7", +\n "astra-toolbox", +\n "pytorch", +\n "torchvision", +\n "torchaudio", +\n "cudatoolkit=10.2", +\n "-c", +\n "pytorch", +\n "-c", +\n "astra-toolbox/label/dev" +\n ], +\n "pip_install": [ +\n "/fourier_image_transformers-0.1.2-py3-none-any.whl" +\n ], +\n "activate": true +\n } +\n ], +\n [ +\n "entrypoint", +\n "/neurodocker/startup.sh python" +\n ] +\n ] +\n}' > /neurodocker/neurodocker_specs.json + +%environment +export LANG="en_US.UTF-8" +export LC_ALL="en_US.UTF-8" +export ND_ENTRYPOINT="/neurodocker/startup.sh" +export CONDA_DIR="/opt/miniconda-latest" +export PATH="/opt/miniconda-latest/bin:$PATH" + +%files +/home/tibuch/Gitrepos/FourierImageTransformer/dist/fourier_image_transformers-0.1.2-py3-none-any.whl /fourier_image_transformers-0.1.2-py3-none-any.whl + +%runscript +/neurodocker/startup.sh python