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Last active April 22, 2024 07:31
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Thin plate splines in PyTorch
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Thin Plate Spline Warping in PyTorch"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"# imports\n",
"%pylab inline\n",
"\n",
"from io import BytesIO\n",
"from PIL import Image\n",
"import requests\n",
"import torch"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Define functions for TPS warping"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# THESE FUNCTIONS ALL WORK ON BATCHES (THE INPUTS ARE EXPECTED TO HAVE A BATCH DIMENSION AS THE\n",
"# FIRST DIMENSION)\n",
"\n",
"def get_tensortype(tensor):\n",
" '''Return dict containing dtype and device of `tensor`, which can be passed as\n",
" **kwargs to tensor construction functions.\n",
" '''\n",
" return dict(dtype=tensor.dtype, device=tensor.device)\n",
"\n",
"def pair_square_euclidean(x1, x2):\n",
" '''Compute the pairwise squared euclidean distance matrix between points defined in `x1` and `x2`.\n",
" '''\n",
" # ||x1 - x2||^2 = (x1-x2)^T(x1-x2) = x1^T*x1 + x2^T*x2 - 2*x1^T*x2\n",
" x1_sq = x1.mul(x1).sum(dim=-1, keepdim=True)\n",
" x2_sq = x2.mul(x2).sum(dim=-1, keepdim=True).transpose(1,2)\n",
" x1_x2 = x1.matmul(x2.transpose(1,2))\n",
" square_dist = -2 * x1_x2 + x1_sq + x2_sq\n",
" square_dist = square_dist.clamp(min=0) # handle possible numerical errors\n",
" return square_dist\n",
"\n",
"def kernel_distance(r_sq, eps=1e-8):\n",
" '''Compute the TPS kernel distance function: r^2*log(r), where r is the euclidean distance.\n",
" Since log(r) = 1/2*log(r^2), this function takes the squared distance matrix `r_sq` and calculates\n",
" 0.5 * r_sq * log(r_sq).\n",
" '''\n",
" # r^2 * log(r) = 1/2 * r^2 * log(r^2)\n",
" return 0.5 * r_sq * r_sq.add(eps).log()\n",
"\n",
"def get_tps_parameters(source_points, dest_points):\n",
" '''Computes the TPS transform parameters that warp `source_points` to `dest_points`.\n",
" Returns a tuple (rbf_weights, affine_weights).\n",
" '''\n",
" # source_points and dest_points have the same shape: (batch_size, num_points, 2), with the\n",
" # last dimension being (x,y) coordinates\n",
" tensortype = get_tensortype(source_points)\n",
" batch_size, num_points = source_points.shape[:2]\n",
" \n",
" # set up and solve linear system\n",
" # [K P; P^T 0] [w; a] = [dst; 0]\n",
" pair_distance = pair_square_euclidean(source_points, dest_points)\n",
" k_matrix = kernel_distance(pair_distance)\n",
" \n",
" dest_with_zeros = torch.cat((dest_points, torch.zeros(batch_size, 3, 2, **tensortype)), 1)\n",
" p_matrix = torch.cat((torch.ones(batch_size, num_points, 1, **tensortype), source_points), -1)\n",
" p_matrix_t = torch.cat((p_matrix, torch.zeros(batch_size, 3, 3, **tensortype)), 1).transpose(1,2)\n",
" l_matrix = torch.cat((k_matrix, p_matrix), -1)\n",
" l_matrix = torch.cat((l_matrix, p_matrix_t), 1)\n",
" \n",
" weights, _ = torch.solve(dest_with_zeros, l_matrix)\n",
" rbf_weights = weights[:, :-3]\n",
" affine_weights = weights[:, -3:]\n",
" \n",
" return rbf_weights, affine_weights\n",
"\n",
"def tps_warp_points(source_points, kernel_points, rbf_weights, affine_weights):\n",
" '''Given a set of source points, kernel points (the destination points from solving for the TPS weights),\n",
" and the rbf and affine weights of the TPS transform: warps the source points using the TPS transform.\n",
" '''\n",
" # f_{x|y}(v) = a_0 + [a_x a_y].v + \\sum_i w_i * U(||v-u_i||)\n",
" pair_distance = pair_square_euclidean(source_points, kernel_points)\n",
" k_matrix = kernel_distance(pair_distance)\n",
" \n",
" # broadcast the kernel distance matrix against the x and y weights to compute the x and y\n",
" # transforms simultaneously\n",
" warped = (k_matrix[...,None].mul(rbf_weights[:,None]).sum(-2) + \n",
" source_points[...,None].mul(affine_weights[:,1:]).sum(-2) + \n",
" affine_weights[:,0])\n",
" \n",
" return warped\n",
"\n",
"def tps_warp_image(image, kernel_points, rbf_weights, affine_weights):\n",
" '''Warp an image using the TPS transform defined by the kernel points, rbf weights and affine weights.\n",
" '''\n",
" tensortype = get_tensortype(kernel_points)\n",
" batch_size, _, h, w = image.shape\n",
" ys, xs = torch.meshgrid(torch.linspace(-1, 1, h, **tensortype),\n",
" torch.linspace(-1, 1, w, **tensortype))\n",
" coords = torch.stack([xs, ys], -1).view(-1, 2)\n",
" coords = torch.stack([coords]*batch_size, 0)\n",
" warped = tps_warp_points(coords, kernel_points, rbf_weights, affine_weights).view(-1, h, w, 2)\n",
" warped_image = torch.nn.functional.grid_sample(image, warped, align_corners=False)\n",
" \n",
" return warped_image"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Example of warping points"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Define corresponding source and destination points."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"tensor([[ 0., 0.],\n",
" [10., 0.],\n",
" [ 5., 5.],\n",
" [ 0., 10.],\n",
" [10., 10.]]) \n",
" tensor([[ 0.7729, -0.6621],\n",
" [ 9.7092, 0.7041],\n",
" [ 3.5878, 5.8996],\n",
" [-0.3086, 10.7631],\n",
" [10.2085, 9.8163]])\n"
]
}
],
"source": [
"torch.manual_seed(1)\n",
"xs = torch.tensor([0.0, 10, 5, 0, 10])\n",
"ys = torch.tensor([0.0, 0, 5, 10, 10])\n",
"src = torch.stack((xs, ys), 1)\n",
"dst = src + torch.rand(5, 2)*3 - 1.5\n",
"print(src, '\\n', dst)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Solve for TPS parameters."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"rbf_w, aff_w = get_tps_parameters(src[None], dst[None])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Show that warping the source points using the parameters yields the destination points."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"tensor([[ 0.7729, -0.6621],\n",
" [ 9.7092, 0.7041],\n",
" [ 3.5878, 5.8996],\n",
" [-0.3086, 10.7631],\n",
" [10.2085, 9.8163]]) \n",
" tensor([[[ 0.7729, -0.6621],\n",
" [ 9.7092, 0.7041],\n",
" [ 3.5878, 5.8996],\n",
" [-0.3086, 10.7631],\n",
" [10.2085, 9.8163]]])\n"
]
}
],
"source": [
"src_warp = tps_warp_points(src[None], dst[None], rbf_w, aff_w)\n",
"print(dst, '\\n', src_warp)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot the source and destination points, to show the transform that we computing."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"srcdst = torch.stack((src, dst), 2)\n",
"scatter(*src.T, c='b')\n",
"scatter(*dst.T, c='r', marker='x')\n",
"plot(srcdst[:,0].T, srcdst[:,1].T, c='k', alpha=.5, zorder=0)\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Warp a denser grid of points using the same transform, and plot the resulting warped grid."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"grid_points = torch.stack(torch.meshgrid(*[torch.linspace(0, 10, 21)]*2)[::-1], 2).view(-1,2)\n",
"warped_grid = tps_warp_points(grid_points[None], dst[None], rbf_w, aff_w).squeeze()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 792x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = subplots(1,2, figsize=(11,5), sharex=True, sharey=True, constrained_layout=True)\n",
"\n",
"ax[0].scatter(grid_points[:,0], grid_points[:,1], color='b', marker='.', alpha=0.5)\n",
"ax[0].scatter(*src.T, c='b')\n",
"ax[0].scatter(*dst.T, c='r', marker='x')\n",
"ax[0].plot(srcdst[:,0].T, srcdst[:,1].T, c='k', alpha=.5, zorder=0)\n",
"\n",
"ax[1].scatter(warped_grid[:, 0], warped_grid[:,1], color='r', marker='.', alpha=0.5)\n",
"ax[1].scatter(*src.T, c='b')\n",
"ax[1].scatter(*dst.T, c='r', marker='x')\n",
"ax[1].plot(srcdst[:,0].T, srcdst[:,1].T, c='k', alpha=.5, zorder=0)\n",
"pass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Example warping an image"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Download and open an image."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"img_url = ('https://upload.wikimedia.org/wikipedia/commons/thumb/3/3d/'\n",
" 'Fesoj_-_Papilio_machaon_%28by%29.jpg/220px-Fesoj_-_Papilio_machaon_%28by%29.jpg')\n",
"img = Image.open(BytesIO(requests.get(img_url).content))"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=220x220 at 0x7F0CD4D80128>"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"img"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Define the source and destination control points. In this case, we use normalized coordinates in the range (-1, 1), normalized by the image dimensions. This is how the torch `grid_sample` function expects coordinates."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"tensor([[-1., -1.],\n",
" [ 1., -1.],\n",
" [ 0., 0.],\n",
" [-1., 1.],\n",
" [ 1., 1.]]) \n",
" tensor([[-0.8712, -1.1103],\n",
" [ 0.9515, -0.8827],\n",
" [-0.2354, 0.1499],\n",
" [-1.0514, 1.1272],\n",
" [ 1.0348, 0.9694]])\n"
]
}
],
"source": [
"torch.manual_seed(1)\n",
"xs = torch.tensor([-1.0, 1, 0, -1, 1])\n",
"ys = torch.tensor([-1.0, -1, 0, 1, 1])\n",
"src = torch.stack((xs, ys), 1)\n",
"dst = src + torch.rand(5, 2)*.5 -.25\n",
"\n",
"print(src, '\\n', dst)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Solve for the TPS parameters and warp the image. In this case, we compute the reverse warping from **destination to source** coordinates, because that is how the image will be warped and interpolated (see `torch.nn.functional.grid_sample`)."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"rbf_w, aff_w = get_tps_parameters(dst[None], src[None])\n",
"\n",
"img_t = torch.from_numpy(np.array(img)/255).float().permute(2,0,1)[None]\n",
"warped_img = tps_warp_image(img_t, src[None], rbf_w, aff_w).squeeze().permute(1,2,0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Show the result of the image warp."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7f0cd23cbd68>"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = subplots(1, 2, figsize=(8, 5), sharex=True, sharey=True, constrained_layout=True)\n",
"\n",
"ax[0].imshow(img)\n",
"ax[0].scatter((xs*.5+.5)*img.size[0], (ys*.5+.5)*img.size[1], color='b')\n",
"ax[0].scatter((dst[:,0]*.5+.5)*img.size[0], (dst[:,1]*.5+.5)*img.size[1], color='r', marker='x')\n",
"\n",
"ax[1].imshow(warped_img)\n",
"ax[1].scatter((xs*.5+.5)*img.size[0], (ys*.5+.5)*img.size[1], color='b')\n",
"ax[1].scatter((dst[:,0]*.5+.5)*img.size[0], (dst[:,1]*.5+.5)*img.size[1], color='r', marker='x')"
]
}
],
"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": "3.7.1"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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