activity
20182022
most citedThe ApolloScape Open Dataset for Autonomous Driving and its Application

626 citations · 788 across the 14 of their papers we have counts for

collaborators
Showing 2018Show all

6 papers · 1 filter

cs.CV2018★ 4 cited

Part-level Car Parsing and Reconstruction from Single Street View

Qichuan Geng, Hong Zhang, Xinyu Huang +5

Part information has been shown to be resistant to occlusions and viewpoint changes, which is beneficial for various vision-related tasks. However, we found very limited work in ca…

cs.CV2018★ 37 cited

Learning Depth with Convolutional Spatial Propagation Network

Xinjing Cheng, Peng Wang, Ruigang Yang

Depth prediction is one of the fundamental problems in computer vision. In this paper, we propose a simple yet effective convolutional spatial propagation network (CSPN) to learn t…

cs.RO2018★ 3 cited

Getting Robots Unfrozen and Unlost in Dense Pedestrian Crowds

Tingxiang Fan, Xinjing Cheng, Jia Pan +4

We aim to enable a mobile robot to navigate through environments with dense crowds, e.g., shopping malls, canteens, train stations, or airport terminals. In these challenging envir…

cs.CV2018★ 1 cited

Depth Estimation via Affinity Learned with Convolutional Spatial Propagation Network

Xinjing Cheng, Peng Wang, Ruigang Yang

Depth estimation from a single image is a fundamental problem in computer vision. In this paper, we propose a simple yet effective convolutional spatial propagation network (CSPN)…

cs.RO2018★ 47 cited

CrowdMove: Autonomous Mapless Navigation in Crowded Scenarios

Tingxiang Fan, Xinjing Cheng, Jia Pan +2

Navigation is an essential capability for mobile robots. In this paper, we propose a generalized yet effective 3M (i.e., multi-robot, multi-scenario, and multi-stage) training fram…

cs.CV2018★ 626 cited

The ApolloScape Open Dataset for Autonomous Driving and its Application

Xinyu Huang, Peng Wang, Xinjing Cheng +3

Autonomous driving has attracted tremendous attention especially in the past few years. The key techniques for a self-driving car include solving tasks like 3D map construction, se…