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20182026
most citedUnsupervised Joint Learning of Depth, Optical Flow, Ego-motion from Video

4 citations · 7 across the 15 of their papers we have counts for

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10 papers · 1 filter

cs.CV2026

MU-GeNeRF: Multi-view Uncertainty-guided Generalizable Neural Radiance Fields for Distractor-aware Scene

Wenjie Mu, Zhan Li, Chuanzhou Su +8

Generalizable Neural Radiance Fields (GeNeRFs) enable high-quality scene reconstruction from sparse views and can generalize to unseen scenes. However, in real-world settings, tran…

cs.CV2025

Learning from Mistakes: Loss-Aware Memory Enhanced Continual Learning for LiDAR Place Recognition

Xufei Wang, Junqiao Zhao, Siyue Tao +3

LiDAR place recognition plays a crucial role in SLAM, robot navigation, and autonomous driving. However, existing LiDAR place recognition methods often struggle to adapt to new env…

cs.CV2025

Multi-LVI-SAM: A Robust LiDAR-Visual-Inertial Odometry for Multiple Fisheye Cameras

Xinyu Zhang, Kai Huang, Junqiao Zhao +2

We propose a multi-camera LiDAR-visual-inertial odometry framework, Multi-LVI-SAM, which fuses data from multiple fisheye cameras, LiDAR and inertial sensors for highly accurate an…

cs.CV2025

Ranking-aware Continual Learning for LiDAR Place Recognition

Xufei Wang, Gengxuan Tian, Junqiao Zhao +4

Place recognition plays a significant role in SLAM, robot navigation, and autonomous driving applications. Benefiting from deep learning, the performance of LiDAR place recognition…

cs.CV2025

Convex Hull-based Algebraic Constraint for Visual Quadric SLAM

Xiaolong Yu, Junqiao Zhao, Shuangfu Song +4

Using Quadrics as the object representation has the benefits of both generality and closed-form projection derivation between image and world spaces. Although numerous constraints…

cs.CV2024

MutualVPR: A Mutual Learning Framework for Resolving Supervision Inconsistencies via Adaptive Clustering

Qiwen Gu, Xufei Wang, Junqiao Zhao +4

Visual Place Recognition (VPR) enables robust localization through image retrieval based on learned descriptors. However, drastic appearance variations of images at the same place…

cs.CV2022

Patch-NetVLAD+: Learned patch descriptor and weighted matching strategy for place recognition

Yingfeng Cai, Junqiao Zhao, Jiafeng Cui +3

Visual Place Recognition (VPR) in areas with similar scenes such as urban or indoor scenarios is a major challenge. Existing VPR methods using global descriptors have difficulty ca…

cs.CV2021★ 4 cited

Unsupervised Joint Learning of Depth, Optical Flow, Ego-motion from Video

Jianfeng Li, Junqiao Zhao, Shuangfu Song +1

Estimating geometric elements such as depth, camera motion, and optical flow from images is an important part of the robot's visual perception. We use a joint self-supervised metho…

cs.CV2020

Occlusion Aware Unsupervised Learning of Optical Flow From Video

Jianfeng Li, Junqiao Zhao, Tiantian Feng +2

In this paper, we proposed an unsupervised learning method for estimating the optical flow between video frames, especially to solve the occlusion problem. Occlusion is caused by t…

cs.CV2018

Vision-based Semantic Mapping and Localization for Autonomous Indoor Parking

Yewei Huang, Junqiao Zhao, Xudong He +2

In this paper, we proposed a novel and practical solution for the real-time indoor localization of autonomous driving in parking lots. High-level landmarks, the parking slots, are…