Search Results for author: Laurent Kneip

Found 53 papers, 13 papers with code

Motion-Aware Optical Camera Communication with Event Cameras

no code implementations1 Dec 2024 Hang Su, Ling Gao, Tao Liu, Laurent Kneip

As the ubiquity of smart mobile devices continues to rise, Optical Camera Communication systems have gained more attention as a solution for efficient and private data streaming.

Homotopy Continuation Made Easy: Regression-based Online Simulation of Starting Problem-Solution Pairs

no code implementations6 Nov 2024 Xinyue Zhang, Zijia Dai, Wanting Xu, Laurent Kneip

While automatically generated polynomial elimination templates have sparked great progress in the field of 3D computer vision, there remain many problems for which the degree of the constraints or the number of unknowns leads to intractability.

fCOP: Focal Length Estimation from Category-level Object Priors

no code implementations29 Sep 2024 Xinyue Zhang, Jiaqi Yang, Xiangting Meng, Abdelrahman Mohamed, Laurent Kneip

In the realm of computer vision, the perception and reconstruction of the 3D world through vision signals heavily rely on camera intrinsic parameters, which have long been a subject of intense research within the community.

Monocular Depth Estimation Object +1

SpikeGS: Learning 3D Gaussian Fields from Continuous Spike Stream

1 code implementation23 Sep 2024 Jinze Yu, Xin Peng, Zhengda Lu, Laurent Kneip, Yiqun Wang

Our method can reconstruct view synthesis results with fine texture details from a continuous spike stream captured by a moving spike camera, while demonstrating high robustness in extremely noisy low-light scenarios.

3D Reconstruction Novel View Synthesis

Line-based 6-DoF Object Pose Estimation and Tracking With an Event Camera

1 code implementation6 Aug 2024 Zibin Liu, Banglei Guan, Yang Shang, Qifeng Yu, Laurent Kneip

In this work, we propose a line-based robust pose estimation and tracking method for planar or non-planar objects using an event camera.

Object Pose Estimation

EVIT: Event-based Visual-Inertial Tracking in Semi-Dense Maps Using Windowed Nonlinear Optimization

no code implementations2 Aug 2024 Runze Yuan, Tao Liu, Zijia Dai, Yi-Fan Zuo, Laurent Kneip

As a result, the proposed framework achieves increased performance under challenging illumination conditions as well as a reduction of the rate at which intermediate event representations need to be registered in order to maintain stable tracking across highly dynamic sequences.

Motion and Structure from Event-based Normal Flow

no code implementations17 Jul 2024 Zhongyang Ren, Bangyan Liao, Delei Kong, Jinghang Li, Peidong Liu, Laurent Kneip, Guillermo Gallego, Yi Zhou

Its success in standard vision is attributed to the maturity of feature extraction, data association and multi-view geometry.

An N-Point Linear Solver for Line and Motion Estimation with Event Cameras

no code implementations CVPR 2024 Ling Gao, Daniel Gehrig, Hang Su, Davide Scaramuzza, Laurent Kneip

To recover the full linear camera velocity we fuse observations from multiple lines with a novel velocity averaging scheme that relies on a geometrically-motivated residual, and thus solves the problem more efficiently than previous schemes which minimize an algebraic residual.

Motion Estimation

Online Stability Improvement of Groebner Basis Solvers using Deep Learning

no code implementations17 Jan 2024 Wanting Xu, Lan Hu, Manolis C. Tsakiris, Laurent Kneip

Over the past decade, the Gr\"obner basis theory and automatic solver generation have lead to a large number of solutions to geometric vision problems.

Deep Learning

Event-Based Visual Odometry on Non-Holonomic Ground Vehicles

1 code implementation17 Jan 2024 Wanting Xu, Si'ao Zhang, Li Cui, Xin Peng, Laurent Kneip

Despite the promise of superior performance under challenging conditions, event-based motion estimation remains a hard problem owing to the difficulty of extracting and tracking stable features from event streams.

Event-based Motion Estimation Motion Estimation +1

Relative Pose for Nonrigid Multi-Perspective Cameras: The Static Case

no code implementations17 Jan 2024 Min Li, Jiaqi Yang, Laurent Kneip

Multi-perspective cameras with potentially non-overlapping fields of view have become an important exteroceptive sensing modality in a number of applications such as intelligent vehicles, drones, and mixed reality headsets.

Mixed Reality

Tight Fusion of Events and Inertial Measurements for Direct Velocity Estimation

1 code implementation17 Jan 2024 Wanting Xu, Xin Peng, Laurent Kneip

However, this poses a risk in velocity-based control scenarios, as the quality of the estimation of kinematics depends on the stability of absolute camera and landmark coordinates estimation.

Cross-Modal Semi-Dense 6-DoF Tracking of an Event Camera in Challenging Conditions

1 code implementation16 Jan 2024 Yi-Fan Zuo, Wanting Xu, Xia Wang, Yifu Wang, Laurent Kneip

Vision-based localization is a cost-effective and thus attractive solution for many intelligent mobile platforms.

AEP$n$P: A Less-constrained EP$n$P Solver for Pose Estimation with Anisotropic Scaling

2 code implementations15 Oct 2023 Jiaxin Wei, Stefan Leutenegger, Laurent Kneip

Perspective-$n$-Point (P$n$P) stands as a fundamental algorithm for pose estimation in various applications.

Camera Pose Estimation Object +1

RGB-based Category-level Object Pose Estimation via Decoupled Metric Scale Recovery

1 code implementation19 Sep 2023 Jiaxin Wei, Xibin Song, Weizhe Liu, Laurent Kneip, Hongdong Li, Pan Ji

While showing promising results, recent RGB-D camera-based category-level object pose estimation methods have restricted applications due to the heavy reliance on depth sensors.

Object Pose Estimation

Accelerating Globally Optimal Consensus Maximization in Geometric Vision

no code implementations11 Apr 2023 Xinyue Zhang, Liangzu Peng, Wanting Xu, Laurent Kneip

Branch-and-bound-based consensus maximization stands out due to its important ability of retrieving the globally optimal solution to outlier-affected geometric problems.

Camera Pose Estimation Pose Estimation

Fast geometric trim fitting using partial incremental sorting and accumulation

no code implementations5 Sep 2022 Min Li, Laurent Kneip

We apply our method to two distinct camera resectioning algorithms, and demonstrate highly efficient and reliable, geometric trim fitting.

regression

Accurate Instance-Level CAD Model Retrieval in a Large-Scale Database

no code implementations4 Jul 2022 Jiaxin Wei, Lan Hu, Chenyu Wang, Laurent Kneip

We present a new solution to the fine-grained retrieval of clean CAD models from a large-scale database in order to recover detailed object shape geometries for RGBD scans.

Re-Ranking Retrieval

VECtor: A Versatile Event-Centric Benchmark for Multi-Sensor SLAM

no code implementations4 Jul 2022 Ling Gao, Yuxuan Liang, Jiaqi Yang, Shaoxun Wu, Chenyu Wang, Jiaben Chen, Laurent Kneip

Event cameras have recently gained in popularity as they hold strong potential to complement regular cameras in situations of high dynamics or challenging illumination.

Simultaneous Localization and Mapping

Globally-Optimal Contrast Maximisation for Event Cameras

no code implementations10 Jun 2022 Xin Peng, Ling Gao, Yifu Wang, Laurent Kneip

The practical validity of our approach is demonstrated by a successful application to three different event camera motion estimation problems.

Motion Estimation

Globally-Optimal Event Camera Motion Estimation

no code implementations ECCV 2020 Xin Peng, Yifu Wang, Ling Gao, Laurent Kneip

The practical validity of our approach is supported by a highly successful application to AGV motion estimation with a downward facing event camera, a challenging scenario in which the sensor experiences fronto-parallel motion in front of noisy, fast moving textures.

Motion Estimation

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

no code implementations1 Mar 2022 Ling Gao, Junyan Su, Jiadi Cui, Xiangchen Zeng, Xin Peng, Laurent Kneip

We encountered this difficulty by introducing the first globally-optimal, correspondence-less solution to plane-based Ackermann motion estimation.

Image Registration Motion Estimation +1

FP-Loc: Lightweight and Drift-free Floor Plan-assisted LiDAR Localization

no code implementations1 Mar 2022 Ling Gao, Laurent Kneip

Our approach relies on robust ceiling and ground plane detection, which solves part of the pose and supports the segmentation of vertical structure elements such as walls and pillars.

DEVO: Depth-Event Camera Visual Odometry in Challenging Conditions

no code implementations5 Feb 2022 Yi-Fan Zuo, Jiaqi Yang, Jiaben Chen, Xia Wang, Yifu Wang, Laurent Kneip

We present a novel real-time visual odometry framework for a stereo setup of a depth and high-resolution event camera.

Computational Efficiency Visual Odometry

Accurate calibration of multi-perspective cameras from a generalization of the hand-eye constraint

1 code implementation2 Feb 2022 Yifu Wang, Wenqing Jiang, Kun Huang, Sören Schwertfeger, Laurent Kneip

Multi-perspective cameras are quickly gaining importance in many applications such as smart vehicles and virtual or augmented reality.

Dynamic Event Camera Calibration

1 code implementation14 Jul 2021 Kun Huang, Yifu Wang, Laurent Kneip

Camera calibration is an important prerequisite towards the solution of 3D computer vision problems.

Camera Calibration

Hybrid Rotation Averaging: A Fast and Robust Rotation Averaging Approach

1 code implementation CVPR 2021 Yu Chen, Ji Zhao, Laurent Kneip

We push the envelope of rotation averaging by leveraging the advantages of a global RA method and a local RA method.

3D Reconstruction

Canny-VO: Visual Odometry with RGB-D Cameras based on Geometric 3D-2D Edge Alignment

no code implementations15 Dec 2020 Yi Zhou, Hongdong Li, Laurent Kneip

The present paper reviews the classical problem of free-form curve registration and applies it to an efficient RGBD visual odometry system called Canny-VO, as it efficiently tracks all Canny edge features extracted from the images.

Visual Odometry

Globally optimal point set registration by joint symmetry plane fitting

no code implementations19 Feb 2020 Lan Hu, Haomin Shi, Laurent Kneip

The present work proposes a solution to the challenging problem of registering two partial point sets of the same object with very limited overlap.

3D Reconstruction

Deep-SLAM++: Object-level RGBD SLAM based on class-specific deep shape priors

no code implementations23 Jul 2019 Lan Hu, Wanting Xu, Kun Huang, Laurent Kneip

In an effort to increase the capabilities of SLAM systems and produce object-level representations, the community increasingly investigates the imposition of higher-level priors into the estimation process.

Object

Fully automatic structure from motion with a spline-based environment representation

no code implementations30 Oct 2018 Zhi-Rui Wang, Laurent Kneip

Results prove that curve-based structure from motion with splines is able to outperform state-of-the-art sparse feature-based methods, as well as to model curved edges in the environment.

An algebraic-geometric approach for linear regression without correspondences

no code implementations12 Oct 2018 Manolis C. Tsakiris, Liangzu Peng, Aldo Conca, Laurent Kneip, Yuanming Shi, Hayoung Choi

This naturally leads to a polynomial system of $n$ equations in $n$ unknowns, which contains $\xi^*$ in its root locus.

regression

Dense Object Reconstruction from RGBD Images with Embedded Deep Shape Representations

no code implementations11 Oct 2018 Lan Hu, Yuchen Cao, Peng Wu, Laurent Kneip

Most problems involving simultaneous localization and mapping can nowadays be solved using one of two fundamentally different approaches.

Object Reconstruction Simultaneous Localization and Mapping

Semi-Dense 3D Reconstruction with a Stereo Event Camera

4 code implementations ECCV 2018 Yi Zhou, Guillermo Gallego, Henri Rebecq, Laurent Kneip, Hongdong Li, Davide Scaramuzza

Event cameras are bio-inspired sensors that offer several advantages, such as low latency, high-speed and high dynamic range, to tackle challenging scenarios in computer vision.

3D Reconstruction Simultaneous Localization and Mapping

A Certifiably Globally Optimal Solution to the Non-Minimal Relative Pose Problem

no code implementations CVPR 2018 Jesus Briales, Laurent Kneip, Javier Gonzalez-Jimenez

Finding the relative pose between two calibrated views ranks among the most fundamental geometric vision problems.

Globally-Optimal Inlier Set Maximisation for Simultaneous Camera Pose and Feature Correspondence

no code implementations ICCV 2017 Dylan Campbell, Lars Petersson, Laurent Kneip, Hongdong Li

Estimating the 6-DoF pose of a camera from a single image relative to a pre-computed 3D point-set is an important task for many computer vision applications.

Camera Pose Estimation Pose Estimation

Semi-Dense Visual Odometry for RGB-D Cameras Using Approximate Nearest Neighbour Fields

no code implementations6 Feb 2017 Yi Zhou, Laurent Kneip, Hongdong Li

This paper presents a robust and efficient semi-dense visual odometry solution for RGB-D cameras.

Visual Odometry

A Direct Least-Squares Solution to the PnP Problem With Unknown Focal Length

no code implementations CVPR 2016 Yinqiang Zheng, Laurent Kneip

The advantages of our proposed solution over existing ones are that (i) the objective function is directly built upon the imaging equation, such that all the 3D-to-2D correspondences are treated with balance, and that (ii) the proposed solution is noniterative, in the sense that the stationary points are retrieved by means of standard eigenvalue factorization and the common iterative refinement step is not needed.

Pose Estimation

Rolling Shutter Camera Relative Pose: Generalized Epipolar Geometry

no code implementations CVPR 2016 Yuchao Dai, Hongdong Li, Laurent Kneip

The vast majority of modern consumer-grade cameras employ a rolling shutter mechanism.

Learning Image Matching by Simply Watching Video

no code implementations19 Mar 2016 Gucan Long, Laurent Kneip, Jose M. Alvarez, Hongdong Li

This work presents an unsupervised learning based approach to the ubiquitous computer vision problem of image matching.

Simplified Mirror-Based Camera Pose Computation via Rotation Averaging

no code implementations CVPR 2015 Gucan Long, Laurent Kneip, Xin Li, Xiaohu Zhang, Qifeng Yu

Our theoretical contribution extends the applicability of rotation averaging to a more general case, and enables mirror-based pose estimation in closed-form under the chordal L2-metric, or in an outlier-robust way by employing iterative L1-norm averaging.

Camera Calibration Pose Estimation

Computing Similarity Transformations From Only Image Correspondences

no code implementations CVPR 2015 Chris Sweeney, Laurent Kneip, Tobias Hollerer, Matthew Turk

We propose a novel solution for computing the relative pose between two generalized cameras that includes reconciling the internal scale of the generalized cameras.

Visual Odometry

Rolling Shutter Camera Calibration

no code implementations CVPR 2013 Luc Oth, Paul Furgale, Laurent Kneip, Roland Siegwart

Rolling Shutter (RS) cameras are used across a wide range of consumer electronic devices--from smart-phones to high-end cameras.

Camera Calibration

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