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Track Advancement of SLAM 跟踪SLAM前沿动态【2020 version】

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Recent_SLAM_Research_2020

【回馈社区】跟踪SLAM前沿动态2019, 2018版 .去年大概收录了500篇关于SLAM的论文,因为本人在企业重点研究的是VSLAM以及多传感器融合,所以并没有把全部论文精读,难免有漏的或者差的。今年重点是求精以及做好分类,继续做好本圈儿的服务工作。

------------ ICRA 2020

------------ ICRA 2020 终止线 ----------

------------ CVPR 2020

------------ CVPR 2020 终止线 ----------

------------ ECCV 2020

------------ ECCV 2020 终止线 ----------

------------ IROS 2020

------------ IROS 2020 终止线 ----------

------------ ICCV 2020

------------ ICCV 2020 终止线 ----------

SLAM

1. [ Semantic SLAM ] 2020-01-13-Visual Semantic SLAM with Landmarks for Large-Scale Outdoor Environment Only label the point clouds with semantic segmentation info, no improvement in accuarcy. code

4. [ Deep SLAM ] 2020-01-13-AD-VO: SCALE-RESILIENT VISUAL ODOMETRY USING ATTENTIVE DISPARITY MAP Learned based frame to frame VO with the input as disparity map.

5. [ Lidar Deep SLAM ] 2020-01-13-CAE-LO: LiDAR Odometry Leveraging Fully Unsupervised Convolutional Auto-Encoder for Interest Point Detection and Feature Description Auto-Encoder based LiDAR Odometry (CAE-LO) that detects interest points from spherical ring data using 2D CAE and extracts features from multi-resolution voxel model using 3D CAE. code

6. [ VSLAM ] 2020-01-13-Good Feature Matching: Towards Accurate, Robust VO/VSLAM with Low Latency Introduction of an efficient good feature selection algorithm using the Max-logDet metric, which is an order of magnitude faster than state-of-the-art feature selection approaches. code

7. [ VSLAM ] 2020-01-13-Direct Sparse Visual-Inertial Odometry with Stereo Cameras Quantitative evaluation demonstrates that the proposed Stereo VI-DSO is superior to Stereo DSO both in terms of tracking accuracy and robustness. But the result is worse than VINS.

9. [ VSLAM ] 2020-01-14-A Stereo Visual-Inertial SLAM Approach for Indoor Mobile Robots in Unknown Environments Without Occlusions Use one-circle feature-matching method, which refers to a sequence of the circle matching for the time after space (STCM), and an STCM-based visual-inertial simultaneous localization and mapping (STCM-SLAM) technique.

13. [ Deep SLAM ] 2020-01-22-Learning Topometric Semantic Maps from Occupancy Grids 2D laser semantic map.

14. [ VSLAM ] 2020-01-22-Temporal Delay Estimation of Sparse Direct Visual Inertial Odometry for Mobile Robots Calibrate the time offset between IMU and Camera.

3D Reconstruction

Path Planning

Others.

SLAM 能力图

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