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Visual Behavior项目demo

PnP Transformer

目的:设计一个Transformer模型来解决SLAM中的PnP问题

训练集表现

超过传统的RANSACEPnP算法

训练集效果

测试集表现

损失函数不收敛

测试集效果

BEV VO

提升前端VO特征提取的性能

ORB Feature

特征点太中心化,容易检测噪点为特征点

ORB Feature

ORB SLAM feature

特征点分布均匀,但是鲁棒性不强,容易检测噪点为特征点

ORB SLAM feature

SuperPoint+LightGlue

稳定

SuperPoint+LightGlue

Final Result

Final Result

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