diff --git a/notebooks/galaxy_denoising.ipynb b/notebooks/galaxy_denoising.ipynb index 41ca387..113ddac 100644 --- a/notebooks/galaxy_denoising.ipynb +++ b/notebooks/galaxy_denoising.ipynb @@ -160,13 +160,20 @@ "name": "stderr", "output_type": "stream", "text": [ - "ProxNest || Initialise: 100%|██████████| 200/200 [00:00<00:00, 1513.66it/s]\n", - "ProxNest || Populate: 100%|██████████| 1008/1008 [00:00<00:00, 2677.04it/s]\n", - "ProxNest || Sample: 100%|██████████| 1000/1000 [00:05<00:00, 173.79it/s]\n", - "ProxNest || Compute Weights: 100%|██████████| 1000/1000 [00:00<00:00, 1613193.85it/s]\n", - "ProxNest || Trapezium Integrate: 100%|██████████| 998/998 [00:00<00:00, 2142228.96it/s]\n", - "ProxNest || Estimate Variance: 100%|██████████| 1000/1000 [00:00<00:00, 547344.90it/s]\n", - "ProxNest || Compute Posterior Mean: 100%|██████████| 1000/1000 [00:00<00:00, 617263.28it/s]\n" + "ProxNest || Initialise: 0%| | 0/200 [00:00" ] }, - "metadata": { - "needs_background": "dark" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -211,8 +216,8 @@ " axs[i].imshow(images[i], cmap='afmhot', vmax=np.nanmax(images), vmin=np.nanmin(images))\n", " if i > 0: \n", " stats_str = ' (PSNR: {}, SSIM: {})'.format(\n", - " round(psnr(ground_truth, images[i]), 2),\n", - " round(ssim(ground_truth, images[i]), 2)\n", + " round(psnr(ground_truth, images[i], data_range=1), 2),\n", + " round(ssim(ground_truth, images[i], data_range=1), 2)\n", " )\n", " labels[i] += stats_str\n", " axs[i].set_title(labels[i], fontsize=16)\n", @@ -226,7 +231,7 @@ "kernelspec": { "display_name": "ProxNest", "language": "python", - "name": "proxnest" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -238,7 +243,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.0" + "version": "3.11.5" }, "orig_nbformat": 4 }, diff --git a/notebooks/galaxy_radio.ipynb b/notebooks/galaxy_radio.ipynb index a1d50e6..f96b164 100644 --- a/notebooks/galaxy_radio.ipynb +++ b/notebooks/galaxy_radio.ipynb @@ -159,13 +159,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "ProxNest || Initialise: 100%|██████████| 200/200 [00:01<00:00, 123.05it/s]\n", - "ProxNest || Populate: 100%|██████████| 1008/1008 [00:00<00:00, 2571.64it/s]\n", - "ProxNest || Sample: 100%|██████████| 1000/1000 [00:21<00:00, 47.12it/s]\n", - "ProxNest || Compute Weights: 100%|██████████| 1000/1000 [00:00<00:00, 1610097.50it/s]\n", - "ProxNest || Trapezium Integrate: 100%|██████████| 998/998 [00:00<00:00, 2183576.10it/s]\n", - "ProxNest || Estimate Variance: 100%|██████████| 1000/1000 [00:00<00:00, 541130.69it/s]\n", - "ProxNest || Compute Posterior Mean: 100%|██████████| 1000/1000 [00:00<00:00, 593505.59it/s]\n" + "ProxNest || Initialise: 100%|██████████| 200/200 [00:01<00:00, 102.91it/s]\n", + "ProxNest || Populate: 100%|██████████| 1008/1008 [00:00<00:00, 3131.23it/s]\n", + "ProxNest || Sample: 100%|██████████| 1000/1000 [00:20<00:00, 48.02it/s]\n", + "ProxNest || Compute Weights: 100%|██████████| 1000/1000 [00:00<00:00, 2198272.54it/s]\n", + "ProxNest || Trapezium Integrate: 100%|██████████| 998/998 [00:00<00:00, 3737424.46it/s]\n", + "ProxNest || Estimate Variance: 100%|██████████| 1000/1000 [00:00<00:00, 899293.31it/s]\n", + "ProxNest || Compute Posterior Mean: 100%|██████████| 1000/1000 [00:00<00:00, 1061311.74it/s]\n" ] } ], @@ -184,14 +184,12 @@ "outputs": [ { "data": { - "image/png": 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" ] }, - "metadata": { - "needs_background": "dark" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -210,8 +208,8 @@ " axs[i].imshow(images[i], cmap='afmhot', vmax=np.nanmax(images), vmin=np.nanmin(images))\n", " if i > 0: \n", " stats_str = ' (PSNR: {}, SSIM: {})'.format(\n", - " round(psnr(ground_truth, images[i]), 2),\n", - " round(ssim(ground_truth, images[i]), 2)\n", + " round(psnr(ground_truth, images[i], data_range=1), 2),\n", + " round(ssim(ground_truth, images[i], data_range=1), 2)\n", " )\n", " labels[i] += stats_str\n", " axs[i].set_title(labels[i], fontsize=16)\n", @@ -232,7 +230,7 @@ "kernelspec": { "display_name": "ProxNest", "language": "python", - "name": "proxnest" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -244,7 +242,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.0" + "version": "3.11.5" }, "orig_nbformat": 4 },