From e47c3491f2edfa29bd5201dfa84de1a32cdb6557 Mon Sep 17 00:00:00 2001 From: eigenvivek Date: Thu, 1 Aug 2024 17:31:42 -0400 Subject: [PATCH] Update registration tutorial with tR order --- notebooks/tutorials/registration.ipynb | 235 ++++++------------------- 1 file changed, 57 insertions(+), 178 deletions(-) diff --git a/notebooks/tutorials/registration.ipynb b/notebooks/tutorials/registration.ipynb index a3dd8a903..8f9ed8918 100644 --- a/notebooks/tutorials/registration.ipynb +++ b/notebooks/tutorials/registration.ipynb @@ -43,7 +43,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -85,14 +85,10 @@ "}\n", "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n", "\n", - "drr = DRR(subject, sdd=SDD, height=HEIGHT, delx=DELX).to(device)\n", - "rotations = torch.tensor(\n", - " [[true_params[\"alpha\"], true_params[\"beta\"], true_params[\"gamma\"]]]\n", - ")\n", + "drr = DRR(subject, sdd=SDD, height=HEIGHT, delx=DELX, renderer=\"trilinear\").to(device)\n", + "rotations = torch.tensor([[true_params[\"alpha\"], true_params[\"beta\"], true_params[\"gamma\"]]])\n", "translations = torch.tensor([[true_params[\"bx\"], true_params[\"by\"], true_params[\"bz\"]]])\n", - "gt_pose = convert(\n", - " rotations, translations, parameterization=\"euler_angles\", convention=\"ZXY\"\n", - ").to(device)\n", + "gt_pose = convert(rotations, translations, parameterization=\"euler_angles\", convention=\"ZXY\").to(device)\n", "ground_truth = drr(gt_pose)\n", "\n", "plot_drr(ground_truth)\n", @@ -130,7 +126,7 @@ "data": { "text/plain": [ "(tensor([[-0.1303, 0.3461, -0.7852]], device='cuda:0'),\n", - " tensor([[-11.8600, 828.8053, -24.4597]], device='cuda:0'))" + " tensor([[111.2966, 780.5314, 256.9845]], device='cuda:0'))" ] }, "execution_count": null, @@ -147,7 +143,7 @@ "def pose_from_carm(sid, tx, ty, alpha, beta, gamma):\n", " rot = torch.tensor([[alpha, beta, gamma]])\n", " xyz = torch.tensor([[tx, sid, ty]])\n", - " return convert(rot, xyz, parameterization=\"euler_angles\", convention=\"ZXY\")\n", + " return convert(rot, xyz, parameterization=\"euler_angles\", convention=\"ZXY\", order=\"Rt\")\n", "\n", "\n", "def get_initial_parameters(true_params):\n", @@ -157,15 +153,15 @@ " bx = true_params[\"bx\"] + np.random.uniform(-30.0, 30.0)\n", " by = true_params[\"by\"] + np.random.uniform(-30.0, 30.0)\n", " bz = true_params[\"bz\"] + np.random.uniform(-30.0, 30.0)\n", - " pose = pose_from_carm(by, bx, bz, alpha, beta, gamma).cuda()\n", - " rotations, translations = pose.convert(\"euler_angles\", \"ZXY\")\n", - " return rotations, translations, pose\n", + " pose = pose_from_carm(by, bx, bz, alpha, beta, gamma).to(device)\n", + " rotation, translation = pose.convert(\"euler_angles\", \"ZXY\", order=\"tR\")\n", + " return rotation, translation\n", "\n", "\n", - "rotations, translations, pose = get_initial_parameters(true_params)\n", + "rotations, translations = get_initial_parameters(true_params)\n", "drr = DRR(subject, sdd=SDD, height=HEIGHT, delx=DELX).to(device)\n", "with torch.no_grad():\n", - " est = drr(pose)\n", + " est = drr(rotations, translations, parameterization=\"euler_angles\", convention=\"ZXY\", order=\"tR\")\n", "plot_drr(est)\n", "plt.show()\n", "\n", @@ -191,7 +187,7 @@ { "data": { "text/plain": [ - "0.3365682363510132" + "0.3367459774017334" ] }, "execution_count": null, @@ -240,8 +236,8 @@ "def optimize(\n", " reg: Registration,\n", " ground_truth,\n", - " lr_rotations=5e-2,\n", - " lr_translations=1e2,\n", + " lr_rotations=1e-3,\n", + " lr_translations=1e0,\n", " momentum=0,\n", " dampening=0,\n", " n_itrs=500,\n", @@ -329,7 +325,7 @@ " ground_truth,\n", " lr,\n", " line_search_fn=None,\n", - " n_itrs=500,\n", + " n_itrs=50,\n", "):\n", " # Initialize the optimizer and define the closure function\n", " optim = torch.optim.LBFGS(reg.parameters(), lr, line_search_fn=line_search_fn)\n", @@ -417,7 +413,7 @@ " \"sdd\": SDD,\n", " \"height\": HEIGHT,\n", " \"delx\": DELX,\n", - " \"stop_gradients_through_grid_sample\": True, # Enables faster optimization\n", + " # \"stop_gradients_through_grid_sample\": True, # Enables faster optimization\n", "}" ] }, @@ -431,91 +427,12 @@ "name": "stderr", "output_type": "stream", "text": [ - "NCC = 0.999003: 52%|███████████████████████▍ | 260/500 [00:07<00:06, 36.64it/s]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "SGD converged in 261 iterations\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "NCC = 0.999026: 26%|███████████▉ | 132/500 [00:03<00:08, 41.12it/s]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "SGD + momentum converged in 133 iterations\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "NCC = 0.999027: 26%|███████████▉ | 132/500 [00:03<00:09, 40.35it/s]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "SGD + momentum + dampening converged in 133 iterations\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "NCC = 0.999022: 11%|████▉ | 53/500 [00:01<00:11, 39.29it/s]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Adam converged in 54 iterations\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "NCC = 0.999429: 7%|███▎ | 36/500 [00:14<03:11, 2.43it/s]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "L-BFGS converged in 37 iterations\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "NCC = 0.999335: 2%|▉ | 10/500 [00:07<06:16, 1.30it/s]" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "L-BFGS + strong Wolfe conditions converged in 11 iterations\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\n" + "NCC = 0.512978: 100%|█████████████████████████████████████████████| 500/500 [00:12<00:00, 41.29it/s]\n", + "NCC = 0.522328: 100%|█████████████████████████████████████████████| 500/500 [00:11<00:00, 42.21it/s]\n", + "NCC = 0.522866: 100%|█████████████████████████████████████████████| 500/500 [00:11<00:00, 42.58it/s]\n", + "NCC = 0.543599: 100%|█████████████████████████████████████████████| 500/500 [00:11<00:00, 42.99it/s]\n", + "NCC = 0.353809: 100%|███████████████████████████████████████████████| 50/50 [00:08<00:00, 6.03it/s]\n", + "NCC = 0.937363: 100%|███████████████████████████████████████████████| 50/50 [00:13<00:00, 3.82it/s]\n" ] } ], @@ -566,7 +483,7 @@ " parameterization=\"euler_angles\",\n", " convention=\"ZXY\",\n", ")\n", - "params_adam = optimize(reg, ground_truth, 1e-1, 5e0, optimizer=\"adam\")\n", + "params_adam = optimize(reg, ground_truth, 1e-3, 1e1, optimizer=\"adam\")\n", "del drr\n", "\n", "# L-BFGS\n", @@ -578,7 +495,7 @@ " parameterization=\"euler_angles\",\n", " convention=\"ZXY\",\n", ")\n", - "params_lbfgs = optimize_lbfgs(reg, ground_truth, lr=3e-1)\n", + "params_lbfgs = optimize_lbfgs(reg, ground_truth, lr=1e-2)\n", "del drr\n", "\n", "# L-BFGS + line search\n", @@ -590,9 +507,7 @@ " parameterization=\"euler_angles\",\n", " convention=\"ZXY\",\n", ")\n", - "params_lbfgs_wolfe = optimize_lbfgs(\n", - " reg, ground_truth, lr=1e0, line_search_fn=\"strong_wolfe\"\n", - ")\n", + "params_lbfgs_wolfe = optimize_lbfgs(reg, ground_truth, lr=1e-2, line_search_fn=\"strong_wolfe\")\n", "del drr" ] }, @@ -604,7 +519,7 @@ "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -679,15 +594,15 @@ " params_momentum,\n", " params_momentum_dampen,\n", " params_adam,\n", - " params_lbfgs,\n", - " params_lbfgs_wolfe,\n", + " # params_lbfgs,\n", + " # params_lbfgs_wolfe,\n", " ],\n", " )\n", ")\n", "drr = DRR(subject, sdd=SDD, height=HEIGHT, delx=DELX).to(device)\n", "\n", "\n", - "def animate_in_browser(df, skip=1, max_length=MAX_LENGTH, duration=30):\n", + "def animate_in_browser(df, skip=10, max_length=MAX_LENGTH, duration=30):\n", " if max_length is not None:\n", " n = max_length - len(df)\n", " df = pd.concat([df, df.iloc[[-1] * n]]).iloc[::skip]\n", @@ -719,13 +634,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "Precomputing DRRs: 100%|█████████████████| 262/262 [00:42<00:00, 6.10it/s]\n" + "Precomputing DRRs: 100%|███████████████████| 51/51 [00:12<00:00, 4.18it/s]\n" ] }, { "data": { "text/html": [ - "" + "" ], "text/plain": [ "" @@ -749,13 +664,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "Precomputing DRRs: 100%|█████████████████| 262/262 [00:42<00:00, 6.10it/s]\n" + "Precomputing DRRs: 100%|███████████████████| 51/51 [00:11<00:00, 4.59it/s]\n" ] }, { "data": { "text/html": [ - "" + "" ], "text/plain": [ "" @@ -779,13 +694,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "Precomputing DRRs: 100%|█████████████████| 262/262 [00:43<00:00, 6.03it/s]\n" + "Precomputing DRRs: 100%|███████████████████| 51/51 [00:10<00:00, 4.69it/s]\n" ] }, { "data": { "text/html": [ - "" + "" ], "text/plain": [ "" @@ -809,13 +724,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "Precomputing DRRs: 100%|█████████████████| 262/262 [00:43<00:00, 6.04it/s]\n" + "Precomputing DRRs: 100%|███████████████████| 51/51 [00:11<00:00, 4.58it/s]\n" ] }, { "data": { "text/html": [ - "" + "" ], "text/plain": [ "" @@ -834,29 +749,9 @@ "execution_count": null, "id": "a9530894-b5fb-4bf7-ab40-a04dcaffd8c4", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Precomputing DRRs: 100%|█████████████████| 262/262 [00:43<00:00, 6.04it/s]\n" - ] - }, - { - "data": { - "text/html": [ - "" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "animate_in_browser(params_lbfgs)" + "animate_in_browser(params_lbfgs) " ] }, { @@ -869,13 +764,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "Precomputing DRRs: 100%|█████████████████| 262/262 [00:43<00:00, 6.06it/s]\n" + "Precomputing DRRs: 100%|███████████████████| 51/51 [00:11<00:00, 4.28it/s]\n" ] }, { "data": { "text/html": [ - "" + "" ], "text/plain": [ "" @@ -904,23 +799,15 @@ "metadata": {}, "outputs": [ { - "name": "stderr", - "output_type": "stream", - "text": [ - "Precomputing DRRs: 100%|███████████████████| 38/38 [00:06<00:00, 6.07it/s]\n" + "ename": "NameError", + "evalue": "name 'params_lbfgs' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[225], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m animate_in_browser(\u001b[43mparams_lbfgs\u001b[49m, max_length\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mlen\u001b[39m(params_lbfgs), duration\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m250\u001b[39m)\n", + "\u001b[0;31mNameError\u001b[0m: name 'params_lbfgs' is not defined" ] - }, - { - "data": { - "text/html": [ - "" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ @@ -934,23 +821,15 @@ "metadata": {}, "outputs": [ { - "name": "stderr", - "output_type": "stream", - "text": [ - "Precomputing DRRs: 100%|███████████████████| 38/38 [00:07<00:00, 5.07it/s]\n" + "ename": "NameError", + "evalue": "name 'params_lbfgs' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[224], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m animate_in_browser(params_lbfgs_wolfe, max_length\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mlen\u001b[39m(\u001b[43mparams_lbfgs\u001b[49m), duration\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m250\u001b[39m)\n", + "\u001b[0;31mNameError\u001b[0m: name 'params_lbfgs' is not defined" ] - }, - { - "data": { - "text/html": [ - "" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [