{"cells":[{"metadata":{},"cell_type":"markdown","source":"# This paper shows a way to regress pose."},{"metadata":{},"cell_type":"markdown","source":"[Deep-6DPose: Recovering 6D Object Pose from a Single RGB Image](https://arxiv.org/abs/1802.10367v1)"},{"metadata":{},"cell_type":"markdown","source":"### 1. Translation\n> In stead of predicting full translation vector, our network is trained to regress the Z component only. Of course, It works.\n>\n> As we can see in below picture, if we get Zc, then we can convert pixel-coordinates (u, v) to world-coordinates (Xw, Yw, Zw)."},{"metadata":{},"cell_type":"markdown","source":"![1](http://www.pianshen.com/images/654/e166052ae19a43a7a3e628f1722373d6.png)"},{"metadata":{},"cell_type":"markdown","source":"### 2. Rotation\n- Representing the rotation part of the pose is more complicated than the translation part, there are some ways.\n * 1 - the Euler angles wrap around at 2π radians, i.e., having multiple values representing the same angle. This causes difficulty in learning a uni-modal scalar regression task.\n * 2 - the use of 3×3 orthonormal matrix is over-parametrised, and creates the problem of enforcing the orthogonality constraint when training the network through back-propagation.\n * 3 - A final common representation is the unit length 4-dimensional quaternion. One of the downsides of quaternion representation is its norm should be unit. This constraint may harm the optimization.\n * **4 - In this work, we use the Lie algebra so(3) associated with the Lie group SO(3) (which is space of 3D rotation matrices) as our rotation representation.We choose the Lie algebra so(3) to represent the rotation because an arbitrary element of so(3) admits a skew-symmetric matrix representation parameterized by a vector in R 3 which is continuous and smooth. This means that the network needs to regress only three scalar numbers for a rotation, without any constraints.**"},{"metadata":{},"cell_type":"markdown","source":"![1](https://img-blog.csdnimg.cn/2019041922363717.png?x-oss-process=image/watermark,type_ZmFuZ3poZW5naGVpdGk,shadow_10,text_aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L3FxXzQwNDc1NTI5,size_16,color_FFFFFF,t_70)"},{"metadata":{},"cell_type":"markdown","source":"### 'In summary, the pose branch is trained to regress a 4-dimensional vector, in which the first three elements represent rotation part and the last element represents the z component of the translation part of the pose.'\n"},{"metadata":{},"cell_type":"markdown","source":"# Theory may seems complicated, I'll show you codes."},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"import numpy as np\nfrom math import sin, cos, atan2, sqrt\nfrom cv2 import Rodrigues","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"# Euler Angles -> Rotation Matrix -> Rotation Vector\ndef a2v(yaw, pitch, roll):\n    # Euler Angle -> Rotation Matrix\n    # I think the pitch and yaw should be exchanged\n    yaw, pitch = pitch, yaw\n    Y = np.array([[cos(yaw), -sin(yaw), 0],\n                  [sin(yaw), cos(yaw), 0],\n                  [0, 0, 1]])\n    P = np.array([[cos(pitch), 0, sin(pitch)],\n                  [0, 1, 0],\n                  [-sin(pitch), 0, cos(pitch)]])\n    R = np.array([[1, 0, 0],\n                  [0, cos(roll), -sin(roll)],\n                  [0, sin(roll), cos(roll)]])\n    rotation_m = np.dot(Y, np.dot(P, R))\n    \n    \n    # Rotation Matrix -> Rotation Vector\n    rotation_v = Rodrigues(rotation_m)[0]\n    rotation_v = np.squeeze(rotation_v)\n    \n    return rotation_v","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"- Example 1:"},{"metadata":{"trusted":true},"cell_type":"code","source":"print(a2v(0.162877, 0.00519276, -3.02676))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Rotation Vector -> Rotation Matrix -> Euler Angles\ndef v2a(rotation_v):\n    # Rotation Vector -> Rotation Matrix\n    R = Rodrigues(rotation_v)[0]\n    \n    sq = sqrt(R[0,0] ** 2 +  R[1,0] ** 2)\n\n    if  not (sq < 1e-6) :\n        roll = atan2(R[2,1] , R[2,2])\n        yaw = atan2(-R[2,0], sq)\n        pitch = atan2(R[1,0], R[0,0])\n    else :\n        roll = atan2(-R[1,2], R[1,1])\n        yaw = atan2(-R[2,0], sq)\n        pitch = 0\n\n    return yaw, pitch, roll","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"- Example 2:"},{"metadata":{"trusted":true},"cell_type":"code","source":"v = np.array([-3.01748673, 0.00632166, 0.24673163])\nprint(v2a(v))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**' During training, we map the groundtruths of rotation matrices to their associated elements in so(3) by the closed form Rodrigues logarithm mapping [2]. The mapped values are used as regression targets when learning to predict the rotation. '**"},{"metadata":{},"cell_type":"markdown","source":"## In a word, they use 'Rotation Vector' as regression target.","attachments":{}},{"metadata":{},"cell_type":"markdown","source":"![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"#### If you think it's useful, please give me an upvote, thanks."}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":1}