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Jianlin Liu

4 accepted papers

2023

Adaptive Assignment for Geometry Aware Local Feature Matching

CVPR 2023poster

The detector-free feature matching approaches are currently attracting great attention thanks to their excellent performance. However, these methods still struggle at large-scale and viewpoint variations, due to the geometric inconsistency resulting from the application of the mutual nearest neighbo…

2023

NeRF-Loc: Visual Localization with Conditional Neural Radiance Field

ICRA 2023poster

We propose a novel visual re-localization method based on direct matching between the implicit 3D descriptors and the 2D image with transformer. A conditional neural radiance field(NeRF) is chosen as the 3D scene representation in our pipeline, which supports continuous 3D descriptors generation and…

Cited by 42SourcecodeScholar
2022

Guide Local Feature Matching by Overlap Estimation

AAAI 2022technical

Local image feature matching under large appearance, viewpoint, and distance changes is challenging yet important. Conventional methods detect and match tentative local features across the whole images, with heuristic consistency checks to guarantee reliable matches. In this paper, we introduce a no…

2022

SoftPatch: Unsupervised Anomaly Detection with Noisy Data

NeurIPS 2022accept

Although mainstream unsupervised anomaly detection (AD) algorithms perform well in academic datasets, their performance is limited in practical application due to the ideal experimental setting of clean training data. Training with noisy data is an inevitable problem in real-world anomaly detection…