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ADVERSARIAL SCENE ADAPTATION FOR CAMERA POSE REGRESSION

机译:对抗相机姿势回归的对抗场景适应

摘要

A pose estimation training system comprising: a first model configured to generate a first six-degree-of-freedom pose of a first camera that captured a first image from a first domain; a second model configured to generate a second six-degree-of-freedom pose of a second camera that captured a second image from the second domain, the second domain being different from the first domain; a discriminator module configured to generate, based on the first and second outputs from the first and second encoder modules, a discriminator output indicating whether the first and second images are from the same domain; and a training control module configured to selectively adjust, based on the discriminator output, at least one weight value shared by the first model and the second model.
机译:一种姿势估计训练系统,包括:第一模型,其被配置为从第一域捕获第一图像的第一相机的第一六度自由度姿势; 第二模型,其被配置为生成第二相机的第二六度自由度姿势,第二相机从第二域捕获第二图像,第二域与第一域不同; 配置为基于来自第一和第二编码器模块的第一和第二输出生成的鉴别器模块,指示第一和第二图像是否来自同一域的鉴别器输出; 并且,训练控制模块被配置为基于鉴别器输出选择性地调整由第一模型和第二模型共享的至少一个重量值。

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