# Essentials of 3D Reconstruction for Visual SLAM: A Beginner's Handbook ## Introduction - [Introduction](/UlgB_NcwRxm01ZMi2NY3Fg) ## Single-view Geometry - [Camera Introduction](/8y0Ez6DVSOy5TeL_LFWw9w) - [Camera Calibration](/o0UqmikhQdKBHLiaY5FV-Q) - [Camera Models (TODO)](/I2EeEnKSSW6606aA1Gkdcg) - [Image Transformation](/U5Mg1QQMSb-DU3gCzxhn-Q) - [Single-view Metrology](/Pn3vAtLXTjazJcdYfPwNgQ) - [Perspective-n-Points / PnP Problem](/XoqLoirfTHmv0RN7n9e-Cw) ## Two-view Geometry - [Homography Transformation](/UOW4nBmxT5CTILq3nZoNzw) - [Epipolar geometry](/emuCyxF8QQiGdeZkvmpj3g) - [Triangulation](/mrBvdst4SyiRvc68LK5qnA) - [Rectification](/JiD6DDCiRIa82tKACjD1CA) ## Multi-view Geometry - [Structure from Motion](/DMdTrMVBSdyXhk5GsNSXtg) - [Incremental Structure from Motion (TODO)](/UAXN-E6XR3CQIyCsJy5TZg) - [Optimization (Pose-Graph Optimization & Bundle Adjustment) (TODO)](/LUFb7qD_SD29kD_X02KTFg) ## Visual SLAM - [Visual Odometry](/we7hocqTTOixuLFNE_Dy8g) - [Visual SLAM Introduction (TODO)](/Rrvv06ODQYi_XuhgUHRD-g) - [Bag of Words (TODO)](/PQeDGzNESySUPKnTr_Fs7Q) - [Loop Closure (TODO)](/ngyw6zhSR8KPzwncjrB3dg) - [ORB-SLAM (TODO)](/StzaL8ZoR-2l0Y53lXVviA) - [Graph-based SLAM (TODO)](/AfUZYFlSTZusj44k7GshmQ) - [EKF-based SLAM (TODO)](/vM-ld_drT9qEPJnUltEkUw) ## Prerequisite Math Knowledge - [Least Square Solutions](/V0CbttFVTlGdfd2Feb2w5g) - [Covariance Matrix (TODO)](/6v2BAqXsSceFQc7ABoqjjQ) - [Principal Component Analysis (PCA) (TODO)](/IVVS1bAWRsCbbvSIaGSlyg) - [Singular Value Decomposition (TODO)](/86obEnjVRt-Pd9oRvW4Sfw) - [RANSAC (TODO)](/6DtvZNO9RJqXrFtQpA4n-g) - [Non-linear Optimization (TODO)](/CQVEK_egRJaqr6hIO_p-TQ) - [Lie Algebra](/rMbiZ-WXQielcNwNH_o8aA) - [Quaternion](/8EWI8vInSjKnaPC_g9YerA)
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