CosyPose-- Consistent multi-view multi-object 6D pose estimation
Goal
Estimate accurate 6D poses of multiple known objects in a 3D scene captured by multiple cameras with unknown positions
Challenges
- object pose hypotheses made in individual images cannot easily be expressed in a common reference frame when the relative transformations between the cameras are unknown(相机相对位置未知)
- the single-view 6D object pose hypotheses have gross errors in the form of false positive and missed detections(由于视角遮蔽,会存在误报和错漏的情况)
- the candidate 6D object poses estimated from input images are noisy as they suffer from depth ambiguities inherent to single view methods.(深度信息通常没那么精准)