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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。 欢迎在Issues里发布招聘信息。

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

OmniSLAM: Omnidirectional Localization and Dense Mapping for Wide-Baseline Multi-Camera Systems

Real-Time Graph-Based SLAM with Occupancy Normal Distributions Transforms

Spatio-Temporal Non-Rigid Registration of 3D Point Clouds of Plants

Uncertainty-Based Adaptive Sensor Fusion for Visual-Inertial Odometry under Various Motion Characteristics

Loam_livox: A Fast, Robust, High-Precision LiDAR Odometry and Mapping Package for LiDARs of Small FoV

Active SLAM Using 3D Submap Saliency for Underwater Volumetric Exploration

Are We Ready for Service Robots? the OpenLORIS-Scene Datasets for Lifelong SLAM

Intensity Scan Context: Coding Intensity and Geometry Relations for Loop Closure Detection

TextSLAM: Visual SLAM with Planar Text Features

FlowNorm: A Learning-Based Method for Increasing Convergence Range of Direct Alignment

Redesigning SLAM for Arbitrary Multi-Camera Systems

Dynamic SLAM: The Need for Speed

GradSLAM: Dense SLAM Meets Automatic Differentiation

Long-Term Place Recognition through Worst-Case Graph Matching to Integrate Landmark Appearances and Spatial Relationships

Linear RGB-D SLAM for Atlanta World

Stereo Visual Inertial Odometry with Online Baseline Calibration

Lidar-Monocular Visual Odometry Using Point and Line Features

Probabilistic Data Association Via Mixture Models for Robust Semantic SLAM

Closed-Loop Benchmarking of Stereo Visual-Inertial SLAM Systems: Understanding the Impact of Drift and Latency on Tracking Accuracy

Metrically-Scaled Monocular SLAM Using Learned Scale Factors

Inertial-Only Optimization for Visual-Inertial Initialization

Hierarchical Quadtree Feature Optical Flow Tracking Based Sparse Pose-Graph Visual-Inertial SLAM

Keypoint Description by Descriptor Fusion Using Autoencoders

Towards Noise Resilient SLAM

LAMP: Large-Scale Autonomous Mapping and Positioning for Exploration of Perceptually-Degraded Subterranean Environments

Modeling Semi-Static Scenes with Persistence Filtering in Visual SLAM

Broadcast Your Weaknesses: Cooperative Active Pose-Graph SLAM for Multiple Robots

FlowFusion: Dynamic Dense RGB-D SLAM Based on Optical Flow

Efficient Algorithms for Maximum Consensus Robust Fitting (I)

MulRan: Multimodal Range Dataset for Urban Place Recognition

GPO: Global Plane Optimization for Fast and Accurate Monocular SLAM Initialization

Large-Scale Volumetric Scene Reconstruction Using LiDAR

Topological Mapping for Manhattan-Like Repetitive Environments

Structure-Aware COP-SLAM

Robust RGB-D Camera Tracking Using Optimal Key-Frame Selection

Voxgraph: Globally Consistent, Volumetric Mapping Using Signed Distance Function Submaps

DeepFactors: Real-Time Probabilistic Dense Monocular SLAM

DOOR-SLAM: Distributed, Online, and Outlier Resilient SLAM for Robotic Teams

Windowed Bundle Adjustment Framework for Unsupervised Learning of Monocular Depth Estimation with U-Net Extension and Clip Loss

StructVIO : Visual-Inertial Odometry with Structural Regularity of Man-Made Environments (I)

Flow-Motion and Depth Network for Monocular Stereo and Beyond

Online LiDAR-SLAM for Legged Robots with Robust Registration and Deep-Learned Loop Closure

Hybrid Camera Pose Estimation with Online Partitioning for SLAM

Analysis of Minima for Geodesic and Chordal Cost for a Minimal 2D Pose-Graph SLAM Problem

Voxel Map for Visual SLAM

LiDAR Inertial Odometry Aided Robust LiDAR Localization System in Changing City Scenes

ROI-Cloud: A Key Region Extraction Method for LiDAR Odometry and Localization

To Learn or Not to Learn: Visual Localization from Essential Matrices

Hierarchical Multi-Process Fusion for Visual Place Recognition

Camera Tracking in Lighting Adaptable Maps of Indoor Environments

Fast, Compact and Highly Scalable Visual Place Recognition through Sequence-Based Matching of Overloaded Representations

Vision-Based Multi-MAV Localization with Anonymous Relative Measurements Using Coupled Probabilistic Data Association Filter

UrbanLoco: A Full Sensor Suite Dataset for Mapping and Localization in Urban Scenes

Map As the Hidden Sensor: Fast Odometry-Based Global Localization

Joint Human Pose Estimation and Stereo 3D Localization

Self-Supervised Deep Pose Corrections for Robust Visual Odometry

Ultra-High-Accuracy Visual Marker for Indoor Precise Positioning

Accurate Position Tracking with a Single UWB Anchor

Association-Free Multilateration Based on Times of Arrival

Adversarial Feature Disentanglement for Place Recognition across Changing Appearance

A Fast and Accurate Solution for Pose Estimation from 3D Correspondences

Ground Texture Based Localization Using Compact Binary Descriptors

Reliable Data Association for Feature-Based Vehicle Localization Using Geometric Hashing Methods

Vehicle Localization Based on Visual Lane Marking and Topological Map Matching

RISE: A Novel Indoor Visual Place Recogniser

Beyond Photometric Consistency: Gradient-Based Dissimilarity for Improving Visual Odometry and Stereo Matching

ICS: Incremental Constrained Smoothing for State Estimation

Drone-Aided Localization in LoRa IoT Networks

A Fast and Practical Method of Indoor Localization for Resource-Constrained Devices with Limited Sensing

GN-Net: The Gauss-Newton Loss for Multi-Weather Relocalization

A Data-Driven Motion Prior for Continuous-Time Trajectory Estimation on SE(3)

Estimation with Fast Feature Selection in Robot Visual Navigation

A Tightly Coupled VLC-Inertial Localization System by EKF

Localization of Inspection Device Along Belt Conveyors with Multiple Branches Using Deep Neural Networks

Localising PMDs through CNN Based Perception of Urban Streets

The Complex-Step Derivative Approximation on Matrix Lie Groups

Hybrid Localization Using Model and Learning-Based Methods: Fusion of Monte Carlo and E2E Localizations Via Importance Sampling

Measurement Scheduling for Cooperative Localization in Resource-Constrained Conditions

Quantifying Robot Localization Safety: A New Integrity Monitoring Method for Fixed-Lag Smoothing

Visual Localization with Google Earth Images for Robust Global Pose Estimation of UAVs

Relax and Recover: Guaranteed Range-Only Continuous Localization

SPRINT: Subgraph Place Recognition for Intelligent Transportation

OneShot Global Localization: Instant LiDAR-Visual Pose Estimation

Relocalization on Submaps: Multi-Session Mapping for Planetary Rovers Equipped with Stereo Cameras

DeepTIO: A Deep Thermal-Inertial Odometry with Visual Hallucination

RSL-Net: Localising in Satellite Images from a Radar on the Ground

Kidnapped Radar: Topological Radar Localisation Using Rotationally-Invariant Metric Learning

Global Visual Localization in LiDAR-Maps through Shared 2D-3D Embedding Space

Unsupervised Learning Methods for Visual Place Recognition in Discretely and Continuously Changing Environments

LOL: Lidar-Only Odometry and Localization in 3D Point Cloud Maps

Localising Faster: Efficient and Precise Lidar-Based Robot Localisation in Large-Scale Environments

LiStereo: Generate Dense Depth Maps from LIDAR and Stereo Imagery

Monocular Visual-Inertial Odometry in Low-Textured Environments with Smooth Gradients: A Fully Dense Direct Filtering Approach

Gated Recurrent Fusion to Learn Driving Behaviour from Temporal Multimodal Data

Cooperative Visual-Inertial Odometry: Analysis of Singularities, Degeneracies and Minimal Cases

A Lightweight and Accurate Localization Algorithm Using Multiple Inertial Measurement Units

Accelerating the Estimation of Metabolic Cost Using Signal Derivatives: Implications for Optimization and Evaluation of

Deep Depth Fusion for Black, Transparent, Reflective and Texture-Less Objects

LiDAR-Enhanced Structure-From-Motion

Low Latency and Low-Level Sensor Fusion for Automotive Use-Cases

Spatiotemporal Camera-LiDAR Calibration: A Targetless and Structureless Approach

Robot-Assisted and Wearable Sensor-Mediated Autonomous Gait Analysis

Gaussian Process Preintegration for Inertial-Aided State Estimation

A Code for Unscented Kalman Filtering on Manifolds (UKF-M)

Efficient and Precise Sensor Fusion for Non-Linear Systems with Out-Of-Sequence Measurements by Example of Mobile Robotics

UNO: Uncertainty-Aware Noisy-Or Multimodal Fusion for Unanticipated Input Degradation

Intermittent GPS-Aided VIO: Online Initialization and Calibration

A Mathematical Framework for IMU Error Propagation with Applications to Preintegration

Radar-Inertial Ego-Velocity Estimation for Visually DegradedEnvironments

Observability Analysis of Flight State Estimation for UAVs and Experimental Validation

OpenVINS: A Research Platform for Visual-Inertial Estimation

Decentralized Collaborative State Estimation for Aided Inertial Navigation

Analytic Combined IMU Integration (ACI^2) for Visual Inertial Navigation

Second-Order Kinematics for Floating-Base Robots Using the Redundant Acceleration Feedback of an Artificial Sensory Skin

Clock-Based Time Synchronization for an Event-Based Camera Dataset Acquisition Platform

Set-Membership State Estimation by Solving Data Association

SLOAM: Semantic Lidar Odometry and Mapping for Forest Inventory

Unified Intrinsic and Extrinsic Camera and LiDAR Calibration under Uncertainties

AC/DCC : Accurate Calibration of Dynamic Camera Clusters for Visual SLAM

Analytic Plane Covariances Construction for Precise Planarity-Based Extrinsic Calibration of Camera and LiDAR

A Stable Adaptive Observer for Hard-Iron and Soft-Iron Bias Calibration and Compensation for Two-Axis Magnetometers: Theory and Experimental Evaluation

Extrinsic Calibration of an Eye-In-Hand 2D LiDAR Sensor in Unstructured Environments Using ICP

Geometric Robot Dynamic Identification: A Convex Programming Approach (I)

A Novel Calibration Method between a Camera and a 3D LiDAR with Infrared Images

Online Camera-LiDAR Calibration with Sensor Semantic Information

Precise 3D Calibration of Wafer Handling Robot by Visual Detection and Tracking of Elliptic-Shape Wafers

Globally Optimal Relative Pose Estimation for Camera on a Selfie Stick

Online Calibration of Exterior Orientations of a Vehicle-Mounted Surround-View Camera System

Learning Camera Miscalibration Detection

Exploring Performance Bounds of Visual Place Recognition Using Extended Precision

Deep Reinforcement Learning for Instruction Following Visual Navigation in 3D Maze-Like Environments

Aggressive Perception-Aware Navigation Using Deep Optical Flow Dynamics and PixelMPC

Visual-Inertial Mapping with Non-Linear Factor Recovery

Interactive Gibson Benchmark: A Benchmark for Interactive Navigation in Cluttered Environments

Highly Robust Visual Place Recognition through Spatial Matching of CNN Features

Robust and Efficient Estimation of Absolute Camera Pose for Monocular Visual Odometry

Robust Vision-Based Obstacle Avoidance for Micro Aerial Vehicles in Dynamic Environments

Proximity Estimation Using Vision Features Computed on Sensor

Efficient Globally-Optimal Correspondence-Less Visual Odometry for Planar Ground Vehicles

EgoTEB: Egocentric, Perception Space Navigation Using Timed-Elastic-Bands

Graduated Non-Convexity for Robust Spatial Perception: From Non-Minimal Solvers to Global Outlier Rejection

Reliable Frame-To-Frame Motion Estimation for Vehicle-Mounted Surround-View Camera Systems

Enabling Topological Planning with Monocular Vision

DeepMEL: Compiling Visual Multi-Experience Localization into a Deep Neural Network

SnapNav: Learning Mapless Visual Navigationwith Sparse Directional Guidance and Visual Reference

Kimera: An Open-Source Library for Real-Time Metric-Semantic Localization and Mapping

CityLearn: Diverse Real-World Environments for Sample-Efficient Navigation Policy Learning

Constrained Filtering-Based Fusion of Images, Events, and Inertial Measurements for Pose Estimation

Schmidt-EKF-Based Visual-Inertial Moving Object Tracking

Learning View and Target Invariant Visual Servoing for Navigation

Tightly-Coupled Single-Anchor Ultra-Wideband-Aided Monocular Visual Odometry System

Scaling Local Control to Large-Scale Topological Navigation

Zero-Shot Imitation Learning from Demonstrations for Legged Robot Visual Navigation

Test Your SLAM! the SubT-Tunnel Dataset and Metric for Mapping

YCB-M: A Multi-Camera RGB-D Dataset for Object Recognition and 6DoF Pose Estimation

A Unified Framework for Piecewise Semantic Reconstruction in Dynamic Scenes Via Exploiting Superpixel Relations

Keyframe-Based Dense Mapping with the Graph of View-Dependent Local Maps

Informative Path Planning for Active Mapping under Localization Uncertainty

Ensemble of Sparse Gaussian Process Experts for Implicit Surface Mapping with Streaming Data

Robust Method for Removing Dynamic Objects from Point Clouds

Skeleton-Based Conditionally Independent Gaussian Process Implicit Surfaces for Fusion in Sparse to Dense 3D Reconstruction

Motion Estimation in Occupancy Grid Maps in Stationary Settings Using Recurrent Neural Networks

A Divide and Conquer Method for 3D Registration of Inhomogeneous, Partially Overlapping Scans with Fourier Mellin SOFT (FMS)

Estimating Motion Uncertainty with Bayesian ICP

Actively Mapping Industrial Structures with Information Gain-Based Planning on a Quadruped Robot

Efficient Covisibility-Based Image Matching for Large-Scale SfM

Probabilistic TSDF Fusion Using Bayesian Deep Learning for Dense 3D Reconstruction with a Single RGB Camera

A Volumetric Albedo Framework for 3D Imaging Sonar Reconstruction

Map Management Approach for SLAM in Large-Scale Indoor and Outdoor Areas

A Hierarchical Framework for Collaborative Probabilistic Semantic Mapping

Autonomous Navigation in Unknown Environments Using Sparse Kernel-Based Occupancy Mapping

Hybrid Topological and 3D Dense Mapping through Autonomous Exploration for Large Indoor Environments

Resolving Marker Pose Ambiguity by Robust Rotation Averaging with Clique Constraints

Moving Object Detection for Visual Odometry in a Dynamic Environment Based on Occlusion Accumulation

------------ 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.

15. [IMU] 2020-02-06-A Lightweight and Accurate Localization Algorithm Using Multiple Inertial Measurement Units The overall performance of SLAM can be further improved by using multiple IMUs.

16. [Lidar SLAM] 2020-02-10-Localization of Map Changes by Exploiting SLAM Residuals identify changes in maps constructed by SLAM.

17. [VSLAM] 2020-02-10-Bidirectional Trajectory Computation for Odometer-Aided Visual-Inertial SLAM not only solves the problem of the unobservability of accelerometer bias and extrinsic parameters before the first turning, but also results in more accurate trajectories in comparison with the state-of-the-art approaches.

18. [EKF] 2020-02-10-A Code for Unscented Kalman Filtering on Manifolds (UKF-M) a novel methodology for Unscented Kalman Filtering (UKF) on manifolds that extends our previous work about UKF on Lie groups.

19. [New sensor] 2020-02-10-Corners positioning for binocular ultra-wide angle long-wave infrared camera calibration calibrating binocular ultra-wide angle long-wave infrared camera.

21. [Semantic] 2020-02-12-Edge Assisted Mobile Semantic Visual SLAM edgeSLAM leverages the state-of-the-art semantic segmentation algorithm to enhance localization and mapping accuracy, and speeds up the computation-intensive SLAM and semantic segmentation algorithms by computation offloading.

22. [lidar SLAM] 2020-02-12-Online LiDAR-SLAM for Legged Robots with Robust Registration and Deep-Learned Loop ClosureIn this paper, we present a factor-graph LiDARSLAM system which incorporates a state-of-the-art deeply learned feature-based loop closure detector to enable a legged robot to localize and map in industrial environments.

23. [Semantic] 2020-02-14-Tightly Coupled Semantic RGB-D Inertial Odometry for Accurate Long-Term Localization and Mapping utilize semantically enhanced feature matching and visual inertial bundle adjustment to improve the robustness of odometry especially in feature-sparse environments.

24. [VIO] 2020-02-14-Visual-Inertial Ego-Motion Estimation using Rolling-Shutter Camera in autonomous driving interpolate the IMU pose between consecutive poses and set up a novel feature measurement error model to cover the time delay issues.

25. [VIO] 2020-02-14-EIP-VIO: Edge-Induced Points Based Monocular Visual-Inertial Odometry propose an improved and practical monocular visual-inertial odometry method based on selective edge points.

26. [Event camera] 2020-02-14-Sepia, Tarsier, and Chameleon: A Modular C++ Framework for Event-Based Computer Vision A framework to process Event camera. code

27. [Multimodal localization] 2020-02-14-Multimodal localization: Stereo over LiDAR map Visual localization in lidar map.

28. [2D SLAM] 2020-02-15-x A Triangle Feature Based Map-to-map Matching and Loop Closure for 2D Graph SLAM We propose a geometric environment descriptor called a Triangle Feature (TF). It exploits the Euclidean distance constraint any three feature points in a submap can form.

30. [Multirobots] 2020-02-15-Statistical Outlier Identification in Multi-robot Visual SLAM using Expectation Maximization This paper presents a probabilistic approach for detecting incorrect orientation measurements prior to pose graph optimization by checking the geometric consistency of rotation measurements.

33. [VSLAM] 2020-02-16-DeepFactors: Real-Time Probabilistic Dense Monocular SLAM use of a learned compact depth map representation and reformulating three different types of errors: photometric, reprojection and geometric, which we make use of within standard factor graph software. code

39. [VSLAM] 2020-03-02-Dynamic SLAM: The Need For Speedfeature-based, model-free, object-aware dynamic SLAM algorithm that exploits semantic segmentation to allow estimation of motion of rigid objects in a scene without the need to estimate the object poses or have any prior knowledge of their 3D models.

40. [VSLAM] 2020-03-04-Monocular Direct Sparse Localization in a Prior 3D Surfel Map tracking the pose of a monocular camera in a prior surfel map.

42. [Math] 2020-03-04-Least Squares Optimization: from Theory to Practice a unified methodology to design and develop efficient Least-Squares Optimization algorithms, focusing on the structures and patterns of each specific domain.code

45. [Deep SLAM] 2020-03-05-Self-Supervised Deep Pose Corrections for Robust Visual Odometry uses data-driven learning to regress pose corrections that account for systematic errors due to violations of modelling assumptions. code

58. [VSLAM] 2020-03-16-Voxel Map for Visual SLAM

78. [Calibration] 2020-04-13-On-the-Fly Camera and Lidar Calibration

132. [Deep VSLAM] 2020-07-07-https://sci-hub.tw/10.1109/TRO.2020.3001674

3D Reconstruction

3. [Deep Reconstruction] 2020-04-03-Atlas: End-to-End 3D Scene Reconstruction from Posed Images from magicleap

Path Planning

3. [End-to-end navi] 2020-02-20-BADGR: An Autonomous Self-Supervised Learning-Based Navigation System an end-to-end learning-based mobile robot navigation system. code

SLAM 能力图