# camera pose/depth paper list # depth review article - Monocular depth estimation based on deep learning: An overview(2020) - Deep learning for monocular depth estimation: A review(2021) # perspective camera ## supervised - Towards Robust Monocular Depth Estimation: Mixing Datasets for Zero-shot Cross-dataset Transfer - 用很多不同的dataset 包含stereo movie - depth model for single image - 提出針對 dataset 間 depth 尺度不同的解法 (算 loss 時先校正 depth scale) ## Unsupervised ### depth+ego motion - Unsupervised Learning of Depth and Ego-Motion from Video (CVPR 2017) - with phtotometric loss - start of unsupervised method - https://github.com/tinghuiz/SfMLearner - Jointly train pose net and depth net - Depth from Videos in the Wild: Unsupervised Monocular Depth Learning from Unknown Cameras - Joint train pose net and depth net - Occlusion awarness & forground/ background recognition - Unsupervised Scale-consistent Depth Learning from Video(2021) - introducing geometric loss (the one Cindy's stablization paper used) - this geometric loss will sometimes fail and regress to homogeneous depthmap - https://github.com/JiawangBian/SC-SfMLearner-Release - Monodepth2: Digging Into Self-Supervised Monocular Depth Estimation - 之前Cindy報過 - Per-Pixel Minimum Reprojection Loss - delt with eocclusion - Auto-Masking Stationary Pixels ### hybrid method - Consistent Video Depth Estimation - use geometric loss to finetune sfm path - Robust Consistent Video Depth Estimation - built on "Consistent Video Depth Estimation" - Pose and Depth with Flexible Deformation(the transformation can be different between each pixels between frames) - blurry depth - depth filter - bring back detail of depth ### Visual Odometry - D3VO: Deep Depth, Deep Pose and Deep Uncertainty for Monocular Visual Odometry - DROID-SLAM: Deep Visual SLAM for Monocular, Stereo, and RGB-D Cameras # Temporal consistency - Enforcing Temporal Consistency in Video Depth Estimation (ICCV 2021) # 360 camera ## mapping of 360 info - Sphere mapping for feature extraction from 360° fish-eye captures (我覺得這好像滿重要ㄉ) - 360 Depth Estimation in the Wild - the Depth360 Dataset and the SegFuse Network (VR 2022) - 用網路上360影片 optical flow, camera pose 做的 depth,也有給 Net # Tutorial - Introduction to Camera Pose Estimation with Deep Learning (CVPR 2019) - https://arxiv.org/pdf/1907.05272.pdf