| Self-Supervised Geometry-Guided Initialization for Robust Monocular Visual Odometry | Jun 3, 2024 | Depth EstimationMonocular Depth Estimation | CodeCode Available | 4 | 5 |
| Deep Patch Visual Odometry | Aug 8, 2022 | Monocular Visual OdometryVisual Odometry | CodeCode Available | 2 | 5 |
| Visual Odometry Revisited: What Should Be Learnt? | Sep 21, 2019 | Deep LearningMonocular Visual Odometry | CodeCode Available | 1 | 5 |
| Deep Event Visual Odometry | Dec 15, 2023 | Monocular Visual OdometryPose Tracking | CodeCode Available | 1 | 5 |
| Dense Prediction Transformer for Scale Estimation in Monocular Visual Odometry | Oct 4, 2022 | Autonomous VehiclesMonocular Visual Odometry | CodeCode Available | 1 | 5 |
| DF-VO: What Should Be Learnt for Visual Odometry? | Mar 1, 2021 | Monocular Visual OdometryOptical Flow Estimation | CodeCode Available | 1 | 5 |
| Instant Visual Odometry Initialization for Mobile AR | Jul 30, 2021 | Monocular Visual OdometryPose Estimation | CodeCode Available | 1 | 5 |
| Monocular visual simultaneous localization and mapping:(r) evolution from geometry to deep learning-based pipelines | Sep 29, 2023 | Monocular Visual OdometrySimultaneous Localization and Mapping | CodeCode Available | 1 | 5 |
| MotionHint: Self-Supervised Monocular Visual Odometry with Motion Constraints | Sep 14, 2021 | Monocular Visual OdometryVisual Odometry | CodeCode Available | 1 | 5 |
| OV^2SLAM : A Fully Online and Versatile Visual SLAM for Real-Time Applications | Feb 8, 2021 | Autonomous DrivingMonocular Visual Odometry | CodeCode Available | 1 | 5 |
| EndoSLAM Dataset and An Unsupervised Monocular Visual Odometry and Depth Estimation Approach for Endoscopic Videos: Endo-SfMLearner | Jun 30, 2020 | BenchmarkingDepth Estimation | CodeCode Available | 1 | 5 |
| TANDEM: Tracking and Dense Mapping in Real-time using Deep Multi-view Stereo | Nov 14, 2021 | 3D ReconstructionMonocular Visual Odometry | CodeCode Available | 1 | 5 |
| Towards Robust Monocular Visual Odometry for Flying Robots on Planetary Missions | Sep 12, 2021 | IngenuityMonocular Visual Odometry | CodeCode Available | 1 | 5 |
| Transformer-Based Model for Monocular Visual Odometry: A Video Understanding Approach | May 10, 2023 | Autonomous VehiclesMonocular Visual Odometry | CodeCode Available | 1 | 5 |
| Unsupervised Scale-consistent Depth Learning from Video | May 25, 2021 | Depth EstimationMonocular Depth Estimation | CodeCode Available | 1 | 5 |
| DeepVO: Towards End-to-End Visual Odometry with Deep Recurrent Convolutional Neural Networks | Sep 25, 2017 | Monocular Visual OdometryMotion Estimation | CodeCode Available | 0 | 5 |
| WGANVO: Monocular Visual Odometry based on Generative Adversarial Networks | Jul 27, 2020 | Deep LearningMonocular Visual Odometry | CodeCode Available | 0 | 5 |
| Extending Monocular Visual Odometry to Stereo Camera Systems by Scale Optimization | May 29, 2019 | Monocular Visual OdometryStereo Matching | CodeCode Available | 0 | 5 |
| An Online Adaptation Method for Robust Depth Estimation and Visual Odometry in the Open World | Apr 16, 2025 | Depth EstimationMonocular Depth Estimation | CodeCode Available | 0 | 5 |
| Sparse Representations for Object and Ego-motion Estimation in Dynamic Scenes | Mar 9, 2019 | Depth And Camera MotionMonocular Visual Odometry | CodeCode Available | 0 | 5 |
| Attenuation-Aware Weighted Optical Flow with Medium Transmission Map for Learning-based Visual Odometry in Underwater terrain | Jul 18, 2024 | Monocular Visual OdometryOptical Flow Estimation | CodeCode Available | 0 | 5 |
| Drift Reduction for Monocular Visual Odometry of Intelligent Vehicles using Feedforward Neural Networks | Jul 2, 2022 | Monocular Visual OdometryMotion Estimation | —Unverified | 0 | 0 |
| Driven to Distraction: Self-Supervised Distractor Learning for Robust Monocular Visual Odometry in Urban Environments | Nov 17, 2017 | Monocular Visual OdometryVisual Odometry | —Unverified | 0 | 0 |
| DSVO: Direct Stereo Visual Odometry | Sep 19, 2018 | Monocular Visual OdometryStereo Matching | —Unverified | 0 | 0 |
| Event-aided Direct Sparse Odometry | Apr 15, 2022 | Monocular Visual OdometryVisual Odometry | —Unverified | 0 | 0 |
| GANVO: Unsupervised Deep Monocular Visual Odometry and Depth Estimation with Generative Adversarial Networks | Sep 16, 2018 | Depth EstimationMonocular Visual Odometry | —Unverified | 0 | 0 |
| Geometry-Constrained Monocular Scale Estimation Using Semantic Segmentation for Dynamic Scenes | Mar 6, 2025 | Autonomous DrivingComputational Efficiency | —Unverified | 0 | 0 |
| Ground Plane based Absolute Scale Estimation for Monocular Visual Odometry | Mar 3, 2019 | Monocular Visual OdometryVisual Odometry | —Unverified | 0 | 0 |
| Guided Feature Selection for Deep Visual Odometry | Nov 25, 2018 | feature selectionMonocular Visual Odometry | —Unverified | 0 | 0 |
| Improving Monocular Visual Odometry Using Learned Depth | Apr 4, 2022 | Depth EstimationMonocular Depth Estimation | —Unverified | 0 | 0 |
| What My Motion tells me about Your Pose: A Self-Supervised Monocular 3D Vehicle Detector | Jul 29, 2020 | Autonomous VehiclesDomain Adaptation | —Unverified | 0 | 0 |
| Learning by Inertia: Self-supervised Monocular Visual Odometry for Road Vehicles | May 5, 2019 | BlockingMonocular Visual Odometry | —Unverified | 0 | 0 |
| Learning Monocular Visual Odometry through Geometry-Aware Curriculum Learning | Mar 25, 2019 | Monocular Visual OdometryOptical Flow Estimation | —Unverified | 0 | 0 |
| Learning Monocular Visual Odometry via Self-Supervised Long-Term Modeling | Jul 21, 2020 | GPUMonocular Visual Odometry | —Unverified | 0 | 0 |
| Learning monocular visual odometry with dense 3D mapping from dense 3D flow | Mar 6, 2018 | Monocular Visual OdometryVisual Odometry | —Unverified | 0 | 0 |
| MagicVO: End-to-End Monocular Visual Odometry through Deep Bi-directional Recurrent Convolutional Neural Network | Nov 27, 2018 | Monocular Visual OdometryVisual Odometry | —Unverified | 0 | 0 |
| Monocular Visual Odometry for an Unmanned Sea-Surface Vehicle | Jul 14, 2017 | Monocular Visual OdometrySimultaneous Localization and Mapping | —Unverified | 0 | 0 |
| Monocular Visual Odometry with a Rolling Shutter Camera | Apr 24, 2017 | Monocular Visual Odometrymotion prediction | —Unverified | 0 | 0 |
| UnDeepVO: Monocular Visual Odometry through Unsupervised Deep Learning | Sep 20, 2017 | Deep LearningMonocular Visual Odometry | —Unverified | 0 | 0 |
| Motion Consistency Loss for Monocular Visual Odometry with Attention-Based Deep Learning | Jan 19, 2024 | Deep LearningMonocular Visual Odometry | —Unverified | 0 | 0 |
| Unsupervised Deep Persistent Monocular Visual Odometry and Depth Estimation in Extreme Environments | Oct 31, 2020 | Depth EstimationMonocular Visual Odometry | —Unverified | 0 | 0 |
| NeRF-VO: Real-Time Sparse Visual Odometry with Neural Radiance Fields | Dec 20, 2023 | Depth EstimationDepth Prediction | —Unverified | 0 | 0 |
| Omnidirectional DSO: Direct Sparse Odometry with Fisheye Cameras | Aug 8, 2018 | Monocular Visual OdometryPosition | —Unverified | 0 | 0 |
| XVO: Generalized Visual Odometry via Cross-Modal Self-Training | Sep 28, 2023 | Monocular Visual OdometryMotion Estimation | —Unverified | 0 | 0 |
| Pose Graph Optimization for Unsupervised Monocular Visual Odometry | Mar 15, 2019 | Loop Closure DetectionMonocular Visual Odometry | —Unverified | 0 | 0 |
| ViLiVO: Virtual LiDAR-Visual Odometry for an Autonomous Vehicle with a Multi-Camera System | Sep 30, 2019 | Monocular Visual OdometryPose Estimation | —Unverified | 0 | 0 |
| RAUM-VO: Rotational Adjusted Unsupervised Monocular Visual Odometry | Mar 14, 2022 | Monocular Visual OdometryMotion Estimation | —Unverified | 0 | 0 |
| Real-time Monocular Visual Odometry for Turbid and Dynamic Underwater Environments | Jun 15, 2018 | Monocular Visual OdometryOptical Flow Estimation | —Unverified | 0 | 0 |
| Robust Monocular Visual Odometry using Curriculum Learning | Nov 20, 2024 | Monocular Visual OdometryRobot Navigation | —Unverified | 0 | 0 |
| Robust Monocular Edge Visual Odometry through Coarse-to-Fine Data Association | Sep 25, 2019 | Monocular Visual OdometryMotion Estimation | —Unverified | 0 | 0 |