Vehicle bounding box generation method, device and storage medium in unmanned scene

A kind of unmanned driving and bounding box technology, which is applied in 2D image generation, image data processing, instruments, etc., can solve the problems of poor accuracy and unsatisfactory effect, and achieves the goal of improving accuracy, satisfying real-time processing, and realizing simple and convenient operation. Effect

Active Publication Date: 2019-03-22
BAIDU ONLINE NETWORK TECH (BEIJIBG) CO LTD
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AI Technical Summary

Problems solved by technology

[0006] However, the premise of accurately generating AABB bounding boxes and OBB bounding boxes is that the shape information of the object is relatively complete. In unmanned driving scenarios, due to sensor characteristics and occlusion and Distance factors, etc., the shape information of objects such as vehicles is not complete. Therefore, using existing methods to generate vehicle bounding boxes, the effect is not ideal and the accuracy is poor.

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  • Vehicle bounding box generation method, device and storage medium in unmanned scene
  • Vehicle bounding box generation method, device and storage medium in unmanned scene
  • Vehicle bounding box generation method, device and storage medium in unmanned scene

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Embodiment Construction

[0047] Aiming at the problems existing in the prior art, the present invention proposes a vehicle bounding box generation method in an unmanned driving scene, using the scanning characteristics of the laser radar to generate a vehicle bounding box in a single frame scene.

[0048] In unmanned driving scenarios, lidar can be used to collect point cloud data of unmanned vehicles. Due to occlusion and other reasons, the point cloud is relatively sparse, and it is often only in the head-on scanning direction of the lidar, that is, in the face of the lidar. The point cloud is relatively dense, while the point cloud of the part facing away from the lidar is often sparse or even missing.

[0049] Therefore, it is proposed in the present invention that in the process of generating the vehicle bounding box, it is necessary to avoid the bounding box formed along the edge of the point cloud of the part facing away from the lidar as much as possible.

[0050] In order to make the technica...

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Abstract

The invention discloses a method, a device and a storage medium for generating a vehicle bounding box in an unmanned scene. Generating a two-dimensional convex hull according to the point cloud data;The bounding box is constructed according to the lidar scanning direction edge in two-dimensional convex hull. Select one of the constructed bounding boxes as the final desired bounding box. The application of the scheme of the invention can improve the accuracy of the result and the like.

Description

【Technical field】 [0001] The present invention relates to computer application technology, in particular to a vehicle bounding box generation method, device and storage medium in an unmanned driving scene. 【Background technique】 [0002] In order to ensure the safety of unmanned vehicles driving on the road, it is necessary to accurately determine the vehicle bounding box, and then estimate the vehicle orientation, which is of great significance for obstacle collision detection and vehicle control planning. The generation of vehicle bounding boxes in a single frame scene is the basis for continuous frame vehicle tracking. [0003] The bounding box refers to encapsulating complex objects in a simple bounding box, and using simple bounding box shapes to approximate complex geometric shapes. [0004] At present, the widely used bounding boxes mainly include axis aligned bounding box (AABB, Axis Aligned Bounding Box) and oriented bounding box (OBB, Oriented Bounding Box). like...

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Application Information

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IPC IPC(8): G06T11/20
CPCG06T11/203G06T2207/30252
Inventor 闫鹤王亮
Owner BAIDU ONLINE NETWORK TECH (BEIJIBG) CO LTD
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