{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "U2nCalSKn9KE" }, "source": [ "# Simulate dToF Sensors\n", "\n", "The `dtof` module of the `sensors` subpackage provides implementations for multiple dToF SPC cameras, allowing users to choose how the SPC data is captured and processed. In this tutorial we will explore three major types of SPC sensor classes." ] }, { "cell_type": "markdown", "metadata": { "id": "27xInbddV6RX" }, "source": [ "## Simulate RawSPC\n", "\n", "The camera simulated using `RawSPC` class generates photon cube of raw timestamps. We use the `PerPixelLoader` class to simulate different scene distances and illumination conditions." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "r0uklzw3WB01" }, "outputs": [], "source": [ "from SPCSim.data_loaders.perpixel_loaders import PerPixelLoader\n", "from SPCSim.data_loaders.transient_loaders import TransientGenerator\n", "from SPCSim.utils.plot_utils import plot_transient\n", "import matplotlib.pyplot as plt\n", "from SPCSim.sensors.dtof import RawSPC\n", "import torch\n", "import numpy as np\n", "\n", "\n", "# Simulating results for distance = 0.1*dmax\n", "PixLdr = PerPixelLoader(\n", " num_dists=5,\n", " min_dist = 0.2,\n", " max_dist = 0.8,\n", " tmax = 100,\n", " sig_bkg_list = [\n", " [0.2,0.2]],\n", " num_runs=5,\n", " device = \"cpu\")\n", "\n", "# Generate the per pixel data\n", "data = PixLdr.get_data()\n", "\n", "\n", "# Creating transient generator with laser time period of 100ns, FWHM 1 and with\n", "# laser time period divided into 1000 equal time-bins\n", "tr_gen = TransientGenerator(Nr = PixLdr.Nr, Nc = PixLdr.Nc, N_tbins = 1000, tmax = PixLdr.tmax, FWHM = 2)\n", "\n", "\n", "# Using the get function to generate the transient\n", "# for a given distance, albedo, intensity, and illumination condition\n", "phi_bar = tr_gen.get_transient(data[\"gt_dist\"],\n", " data[\"albedo\"],\n", " data[\"albedo\"],\n", " data[\"alpha_sig\"],\n", " data[\"alpha_bkg\"])\n", "\n", "Nr, Nc, N_tbins = phi_bar.shape\n", "device = PixLdr.device" ] }, { "cell_type": "markdown", "metadata": { "id": "GkK7d9piapvN" }, "source": [ "The `capture` method returns the raw_data and corresponding equi-width histogram data. The raw_data is a 3D tensor of shape `(Nr,Nc,N_output_ts)` where `N_output_ts` is the number of output timestamps per pixels.\n", "\n", "`Note: To support vectorized computations the current implementation of RawSPC assumes one time stamp vector per laser cycle and returns 0 if no timestamp is detected for a laser cycle. (Hence N_pulses = N_output_ts)`" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "qTwJdkcsaqHF", "outputId": "f8151d35-5db1-465e-d4a4-9a47decb06d9" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 400/400 [00:00<00:00, 1028.28it/s]\n" ] } ], "source": [ "N_output_ts = 500\n", "N_pulses = 400\n", "\n", "# Creating the RawSPC object with desired intrinsic properties\n", "spc1 = RawSPC(Nr,\n", " Nc,\n", " N_pulses,\n", " device,\n", " N_tbins,\n", " N_output_ts)\n", "\n", "# Captured data contains timestamps (Nr x Nc x N_output_ts) and ewh (Nr x Nc x N_tbins)\n", "captured_data = spc1.capture(phi_bar)\n", "\n", "# Accessing the timestamp data\n", "raw_data = captured_data[\"time_stamps\"]\n", "\n", "# Accessing the corresponding ewh\n", "ewh_data = captured_data[\"ewh\"]" ] }, { "cell_type": "markdown", "metadata": { "id": "0xfFCCeU4pyS" }, "source": [ "The `capture` method returns a dictionary containing the raw timestamps and the captured equi-width histogram. The raw timestamps are passed to `torch.histogram` to create an equi-width histogram. The overlapping blue and red graphs indicate that `N_output_ts` is large enough to store all the time stamps detected by the camera for the complete exposure time. (Try playing with different combinations of background or signal flux or the number of laser cycles for better understanding)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 926 }, "id": "4c4VV3QY4pE0", "outputId": "82f8400a-d741-4eff-d84e-ccbff145eac0" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "raw_data torch.Size([5, 5, 500]) tensor(0.) tensor(998.5000)\n", "torch.Size([1001]) tensor([5.0000e-01, 1.5000e+00, 2.5000e+00, ..., 9.9850e+02, 9.9950e+02,\n", " 1.0005e+03])\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"raw_data\", raw_data.shape, raw_data.min(), raw_data.max())\n", "fig, ax = plt.subplots(2,2,figsize=(16,10))\n", "xaxis = torch.arange(0.5,1+N_tbins).to(torch.float)\n", "print(xaxis.shape, xaxis)\n", "\n", "\n", "# For first distance value and second run\n", "ROW = PixLdr.get_row(sbr_idx =0, dist_idx=0)\n", "RUN = 2\n", "hist,_ = torch.histogram(raw_data[ROW,RUN,:], xaxis)\n", "hist2 = ewh_data[ROW,RUN,:]\n", "plot_transient(ax[0,0], hist2.cpu().numpy(), plt_type = '-b', label=\"Captured EW histogram\")\n", "plot_transient(ax[0,0], hist.cpu().numpy(), plt_type = '--r', label=\"Timestamps histogram\")\n", "plot_transient(ax[0,0], phi_bar[ROW,RUN,:].cpu().numpy()*spc1.N_output_ts/np.mean(np.sum(phi_bar.cpu().numpy(), axis=-1)), plt_type = '-g', label=\"True Transient\")\n", "ax[0,0].set_xlabel('Bins')\n", "ax[0,0].set_ylabel('Frequency')\n", "ax[0,0].set_title(r'Histogram of raw data for $\\Phi_{sig}$ = %.2f, $\\Phi_{bkg}$ = %.2f'%(data[\"alpha_sig\"][ROW, RUN], data[\"alpha_bkg\"][ROW, RUN]))\n", "\n", "# For second distance value and second run\n", "ROW = PixLdr.get_row(sbr_idx =0, dist_idx=1)\n", "RUN = 2\n", "hist,_ = torch.histogram(raw_data[ROW,RUN,:], xaxis)\n", "hist2 = ewh_data[ROW,RUN,:]\n", "plot_transient(ax[0,1], hist2.cpu().numpy(), plt_type = '-b', label=\"Captured EW histogram\")\n", "plot_transient(ax[0,1], hist.cpu().numpy(), plt_type = '--r', label=\"Timestamps histogram\")\n", "plot_transient(ax[0,1], phi_bar[ROW,RUN,:].cpu().numpy()*spc1.N_output_ts/np.mean(np.sum(phi_bar.cpu().numpy(), axis=-1)), plt_type = '-g', label=\"True Transient\")\n", "ax[0,1].set_xlabel('Bins')\n", "ax[0,1].set_ylabel('Frequency')\n", "ax[0,1].set_title(r'Histogram of raw data for $\\Phi_{sig}$ = %.2f, $\\Phi_{bkg}$ = %.2f'%(data[\"alpha_sig\"][ROW, RUN], data[\"alpha_bkg\"][ROW, RUN]))\n", "\n", "# For third distance value and second run\n", "ROW = PixLdr.get_row(sbr_idx =0, dist_idx=2)\n", "RUN = 2\n", "hist,_ = torch.histogram(raw_data[ROW,RUN,:], xaxis)\n", "hist2 = ewh_data[ROW,RUN,:]\n", "plot_transient(ax[1,0], hist2.cpu().numpy(), plt_type = '-b', label=\"Captured EW histogram\")\n", "plot_transient(ax[1,0], hist.cpu().numpy(), plt_type = '--r', label=\"Timestamps histogram\")\n", "plot_transient(ax[1,0], phi_bar[ROW,RUN,:].cpu().numpy()*spc1.N_output_ts/np.mean(np.sum(phi_bar.cpu().numpy(), axis=-1)), plt_type = '-g', label=\"True Transient\")\n", "ax[1,0].set_xlabel('Bins')\n", "ax[1,0].set_ylabel('Frequency')\n", "ax[1,0].set_title(r'Histogram of raw data for $\\Phi_{sig}$ = %.2f, $\\Phi_{bkg}$ = %.2f'%(data[\"alpha_sig\"][ROW, RUN], data[\"alpha_bkg\"][ROW, RUN]))\n", "\n", "# For fourth distance value and second run\n", "ROW = PixLdr.get_row(sbr_idx =0, dist_idx=3)\n", "RUN = 2\n", "hist,_ = torch.histogram(raw_data[ROW,RUN,:], xaxis)\n", "hist2 = ewh_data[ROW,RUN,:]\n", "plot_transient(ax[1,1], hist2.cpu().numpy(), plt_type = '-b', label=\"Captured EW histogram\")\n", "plot_transient(ax[1,1], hist.cpu().numpy(), plt_type = '--r', label=\"Timestamps histogram\")\n", "plot_transient(ax[1,1], phi_bar[ROW,RUN,:].cpu().numpy()*spc1.N_output_ts/np.mean(np.sum(phi_bar.cpu().numpy(), axis=-1)), plt_type = '-g', label=\"True Transient\")\n", "ax[1,1].set_xlabel('Bins')\n", "ax[1,1].set_ylabel('Frequency')\n", "ax[1,1].set_title(r'Histogram of raw data for $\\Phi_{sig}$ = %.2f, $\\Phi_{bkg}$ = %.2f'%(data[\"alpha_sig\"][ROW, RUN], data[\"alpha_bkg\"][ROW, RUN]))\n", "# ax[3].set_ylim(0, N_output_ts*0.2*(PixLdr.sig_bkg_list[0][0] + PixLdr.sig_bkg_list[0][1]))\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "CNpdRhYaclVc" }, "source": [ "## Simulate EWHSPC\n", "\n", "The `BaseEWHSPC` class to simulate the conventional 3D SPCs that compress the photon timestamps into equi-width histograms. The overall pixel processing pipeline is called equi-width histogrammer (EWH)." ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "id": "AT5MbFocdaES" }, "outputs": [], "source": [ "from SPCSim.sensors import BaseEWHSPC\n", "from SPCSim.utils import plot_transient, plot_ewh\n", "\n", "\n", "# Simulating results for distance = 0.1*dmax\n", "PixLdr = PerPixelLoader(min_dist = 0.4,\n", " tmax = 100,\n", " sig_bkg_list = [\n", " [0.5,0.5]],\n", " device = \"cpu\")\n", "\n", "# Generate the per pixel data\n", "data = PixLdr.get_data()\n", "\n", "\n", "# Creating transient generator with laser time period of 100ns, FWHM 1 and with\n", "# laser time period divided into 1000 equal time-bins\n", "tr_gen = TransientGenerator(N_tbins = 1000, tmax = PixLdr.tmax, FWHM = 2)\n", "\n", "\n", "# Using the get function to generate the transient\n", "# for a given distance, albedo, intensity, and illumination condition\n", "phi_bar = tr_gen.get_transient(data[\"gt_dist\"],\n", " data[\"albedo\"],\n", " data[\"albedo\"],\n", " data[\"alpha_sig\"],\n", " data[\"alpha_bkg\"])\n", "\n", "\n", "# Setting the dimensions, device, number of EWH bins per pixel\n", "# and number of laser pulses\n", "\n", "Nr, Nc, N_tbins = phi_bar.shape\n", "device = PixLdr.device" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 423 }, "id": "8iGmlpzMg_DW", "outputId": "c99f35fb-0fce-44d7-8cb1-870210b4952f" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 500/500 [00:00<00:00, 5051.02it/s]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N_ewhbins = 50\n", "N_pulses = 500\n", "\n", "spc1 = BaseEWHSPC(\n", " Nr,\n", " Nc,\n", " N_pulses,\n", " device,\n", " N_tbins,\n", " N_ewhbins\n", " )\n", "\n", "captured_data = spc1.capture(phi_bar)\n", "ewh_data = captured_data[\"ewh\"].cpu().numpy()\n", "phi_bar = phi_bar.cpu()\n", "\n", "ewh_bins_axis = torch.linspace(0,N_tbins-N_tbins//N_ewhbins,N_ewhbins)\n", "\n", "fig, ax = plt.subplots(1,1,figsize=(8,4))\n", "ROW, COL = [0,0]\n", "plot_ewh(ax, ewh_bins_axis, ewh_data[ROW, COL,:], label = \"EWH histogram\", color = 'w')\n", "plot_transient(ax, phi_bar[ROW, COL,:].numpy()*spc1.N_pulses, plt_type = '-r', label=\"True Transient\")\n", "ax.set_xlabel(\"Time (a.u.)\")\n", "ax.set_ylabel(\"Photon counts\")\n", "plt.legend()\n", "# fig.savefig(\"Temp.png\")" ] }, { "cell_type": "markdown", "metadata": { "id": "KYAZtHeYjPr_" }, "source": [ "## Simulate basic EDH SPCs\n", "\n", "The `BaseEDHSPC` class simulates the oracle equi-depth histogrammer (Oracle EDH). The oracle EDH has access to all the timestamps." ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 405 }, "id": "Uz0o9cr1jTt0", "outputId": "08126b7c-d5d0-4eaf-e2f7-b0651be50140" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 5000/5000 [00:00<00:00, 8819.14it/s]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from SPCSim.sensors import BaseEDHSPC\n", "from SPCSim.utils import plot_transient, plot_ewh, plot_edh\n", "\n", "\n", "# Using the get function to generate the transient\n", "# for a given distance, albedo, intensity, and illumination condition\n", "phi_bar = tr_gen.get_transient(\n", " data[\"gt_dist\"],\n", " data[\"albedo\"],\n", " data[\"albedo\"],\n", " data[\"alpha_sig\"],\n", " data[\"alpha_bkg\"])\n", "\n", "\n", "# Setting the dimensions, device, number of EWH bins per pixel\n", "# and number of laser pulses\n", "\n", "Nr, Nc, N_tbins = phi_bar.shape\n", "device = PixLdr.device\n", "N_edhbins = 8\n", "N_pulses = 5000\n", "\n", "spc1 = BaseEDHSPC(Nr,\n", " Nc,\n", " N_pulses,\n", " device,\n", " N_tbins,\n", " N_edhbins)\n", "\n", "captured_data = spc1.capture(phi_bar)\n", "oedh_data = captured_data[\"oedh\"]\n", "gtedh_data = captured_data[\"gtedh\"]\n", "\n", "ewh_data = captured_data[\"ewh\"]\n", "fig, ax = plt.subplots(1,1, figsize=(12,4))\n", "\n", "ROW, COL = [0,0]\n", "\n", "ymax = ((torch.sum(ewh_data[ROW,COL,:])/N_edhbins)).item()\n", "\n", "plot_edh(oedh_data[ROW,COL,:],\n", " ax,\n", " ymax = ymax)\n", "\n", "plot_edh(gtedh_data[ROW,COL,:], ax,\n", " tr = phi_bar[ROW, COL,:].numpy()*spc1.N_pulses,\n", " # crop_window= tr_gen.FWHM*1.5*tr_gen.N_tbins*1.0/tr_gen.tmax, # uncoment this line to zoom into peak\n", " ymax = ymax, ls='--')" ] }, { "cell_type": "markdown", "metadata": { "id": "VoCc9WqwrFE7" }, "source": [ "## Simulate hierarchical EDH SPCs\n", "\n", "The oracle EDH is not memory efficient. Hierarchical ED histogrammers (HEDH) [[1]](https://ieeexplore.ieee.org/document/10210115) use binner circuits to iteratively update the estimates for ED histogram boundaries." ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 894 }, "id": "3IEYbWR0yhBk", "outputId": "f6b796bd-4fac-479f-ddbb-20b33b4fac86" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 3000/3000 [00:08<00:00, 374.34it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "(3000, 7)\n", "torch.Size([7])\n" ] }, { "data": { "text/plain": [ "Text(0.5, 1.0, 'HEDH CV trajectories for $\\\\Phi_{sig}$ = 0.50, $\\\\Phi_{bkg}$ = 2.50, 3000 pulses')" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from SPCSim.sensors import HEDHBaseClass\n", "from SPCSim.utils import plot_transient, plot_edh, plot_edh_traj\n", "\n", "\n", "phi_bar = tr_gen.get_transient(data[\"gt_dist\"],\n", " data[\"albedo\"],\n", " data[\"albedo\"],\n", " data[\"alpha_sig\"],\n", " data[\"alpha_bkg\"])\n", "\n", "\n", "# Setting the dimensions, device, number of EWH bins per pixel\n", "# and number of laser pulses\n", "\n", "Nr, Nc, N_tbins = phi_bar.shape\n", "device = PixLdr.device\n", "N_edhbins = 8\n", "N_pulses = 3000\n", "\n", "spc1 = HEDHBaseClass(Nr,\n", " Nc,\n", " N_pulses,\n", " device,\n", " N_tbins,\n", " N_edhbins,\n", " step_params={\n", " \"k\":2,\n", " \"step_vals\":[1],\n", " })\n", "\n", "captured_data = spc1.capture(phi_bar)\n", "\n", "pedh_data = captured_data[\"edh\"]\n", "gtedh_data = captured_data[\"gtedh\"]\n", "ewh_data = captured_data[\"ewh\"]\n", "edh_list = captured_data[\"traj\"]\n", "edh_list = np.array(edh_list)\n", "\n", "ROW, COL = [0,0]\n", "\n", "fig, ax = plt.subplots(1,1, figsize=(6,4))\n", "ymax = ((torch.sum(ewh_data[ROW,COL,:])/N_edhbins)).item()\n", "plot_edh(pedh_data[ROW,COL,:].cpu().numpy(),\n", " ax,\n", " ymax = ymax)\n", "plot_edh(gtedh_data[ROW,COL,:].cpu().numpy(), ax,\n", " tr = phi_bar[ROW, COL,:].numpy()*spc1.N_pulses,\n", " # crop_window= tr_gen.FWHM*1.5*tr_gen.N_tbins*1.0/tr_gen.tmax,\n", " ymax = ymax, ls='--')\n", "ax.set_title(r'Final EDH boundaries for $\\Phi_{sig}$ = %.2f, $\\Phi_{bkg}$ = %.2f, %d pulses'%(data[\"alpha_sig\"][ROW,COL], data[\"alpha_bkg\"][ROW,COL], spc1.N_pulses))\n", "# fig.savefig(\"Temp.png\")\n", "\n", "fig1, ax1 = plt.subplots(1,1, figsize=(10,4))\n", "plot_edh_traj(ax1, edh_list, gtedh_data[ROW,COL,1:-1], ewh_data[0,0,:].cpu().numpy())\n", "ax1.set_title(r'HEDH CV trajectories for $\\Phi_{sig}$ = %.2f, $\\Phi_{bkg}$ = %.2f, %d pulses'%(data[\"alpha_sig\"][ROW,COL], data[\"alpha_bkg\"][ROW,COL], spc1.N_pulses))\n", "# fig1.savefig(\"TempTraj.png\")\n" ] }, { "cell_type": "markdown", "metadata": { "id": "a-RRYuCK3Dm9" }, "source": [ "## Simulate proportional EDH SPCs\n", "\n", "The `PEDHBaseClass` simulates the proportional ED histogrammers [[2]](https://link.springer.com/chapter/10.1007/978-3-031-73039-9_22). PEDH uses a proportional binner circuit to track the ED histogram boundaries without storing the photon timestamps." ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "id": "zWKWPcvg3Emy" }, "outputs": [], "source": [ "from SPCSim.sensors import PEDHBaseClass\n", "from SPCSim.utils import plot_transient, plot_edh, plot_edh_traj\n", "\n", "# Generate the per pixel data\n", "data = PixLdr.get_data()\n", "\n", "# Creating transient generator with laser time period of 100ns, FWHM 1 and with\n", "# laser time period divided into 1000 equal time-bins\n", "tr_gen = TransientGenerator(N_tbins = 1000, tmax = PixLdr.tmax, FWHM = 1)\n", "\n", "\n", "# Using the get function to generate the transient\n", "# for a given distance, albedo, intensity, and illumination condition\n", "phi_bar = tr_gen.get_transient(data[\"gt_dist\"],\n", " data[\"albedo\"],\n", " data[\"albedo\"],\n", " data[\"alpha_sig\"],\n", " data[\"alpha_bkg\"])" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "PHpIpxfv3RIr", "outputId": "cd98d4ac-5463-43a6-9783-5f22cafe192e" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "5000\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 5000/5000 [00:13<00:00, 378.76it/s]\n" ] } ], "source": [ "\n", "# Setting the dimensions, device, number of EWH bins per pixel\n", "# and number of laser pulses\n", "Nr, Nc, N_tbins = phi_bar.shape\n", "device = PixLdr.device\n", "N_edhbins = 16\n", "N_pulses = 5000\n", "print(N_pulses)\n", "\n", "spc1 = PEDHBaseClass(Nr,\n", " Nc,\n", " N_pulses,\n", " device,\n", " N_tbins,\n", " N_edhbins,\n", " step_params={\n", " \"k\":1\n", " })\n", "\n", "captured_data = spc1.capture(phi_bar)\n", "\n", "pedh_data = captured_data[\"edh\"]\n", "gtedh_data = captured_data[\"gtedh\"]\n", "ewh_data = captured_data[\"ewh\"]\n", "edh_list = captured_data[\"traj\"]\n", "edh_list = np.array(edh_list)" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "Vc1QDRXM-ilx", "outputId": "5d653829-777e-4be8-c53b-5788e77bc571" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(5000, 15)\n", "torch.Size([15])\n" ] }, { "data": { "text/plain": [ "Text(0.5, 1.0, 'PEDH CV trajectories for $\\\\Phi_{sig}$ = 0.50, $\\\\Phi_{bkg}$ = 2.50, 5000 pulses')" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ROW, COL = [0,0]\n", "\n", "fig, ax = plt.subplots(1,1, figsize=(10,4))\n", "ymax = ((torch.sum(ewh_data[ROW,COL,:])/N_edhbins)).item()\n", "plot_edh(pedh_data[ROW,COL,:],\n", " ax,\n", " tr = ewh_data[ROW, COL,:].numpy(),\n", " ymax = ymax)\n", "plot_edh(gtedh_data[ROW,COL,:], ax,\n", " tr = phi_bar[ROW, COL,:].numpy()*spc1.N_pulses,\n", " # crop_window= tr_gen.FWHM*1.5*tr_gen.N_tbins*1.0/tr_gen.tmax,\n", " ymax = ymax, ls='--')\n", "ax.set_title(r'Final EDH boundaries for $\\Phi_{sig}$ = %.2f, $\\Phi_{bkg}$ = %.2f, %d pulses'%(data[\"alpha_sig\"][ROW,COL], data[\"alpha_bkg\"][ROW,COL], spc1.N_pulses))\n", "\n", "fig1, ax1 = plt.subplots(1,1, figsize=(10,10))\n", "plot_edh_traj(ax1, edh_list, gtedh_data[ROW,COL,1:-1], ewh_data[0,0,:].cpu().numpy())\n", "ax1.set_title(r'PEDH CV trajectories for $\\Phi_{sig}$ = %.2f, $\\Phi_{bkg}$ = %.2f, %d pulses'%(data[\"alpha_sig\"][ROW,COL], data[\"alpha_bkg\"][ROW,COL], spc1.N_pulses))\n" ] }, { "cell_type": "markdown", "metadata": { "id": "uwsm9VbM_PJw" }, "source": [ "**********\n", "References\n", "**********\n", "\n", "[1] A. Ingle and D. Maier, \"Count-Free Single-Photon 3D Imaging with Race Logic,\" in IEEE Transactions on Pattern Analysis and Machine Intelligence, doi: 10.1109/TPAMI.2023.3302822,\n", "\n", "[2] Sadekar, K., Maier, D., & Ingle, A. (2025). Single-Photon 3D Imaging with Equi-Depth Photon Histograms. In European Conference on Computer Vision (pp. 381-398). Springer, Cham.\n" ] } ], "metadata": { "colab": { "provenance": [] }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "name": "python" } }, "nbformat": 4, "nbformat_minor": 0 }