Method

VPFNet [VPFNet]
TBD

Submitted on 20 Jun. 2021 13:40 by
CHIA-HUNG WANG (National Taiwan University)

Running time:0.2 s
Environment:1 core @ 2.5 Ghz (C/C++)

Method Description:
TBD
Parameters:
TBD
Latex Bibtex:
@misc{wang2021vpfnet,
title={VPFNet: Voxel-Pixel Fusion Network
for Multi-class 3D Object Detection},
author={Chia-Hung Wang and Hsueh-Wei Chen
and Li-Chen Fu},
year={2021},
eprint={2111.00966},
archivePrefix={arXiv},
primaryClass={cs.CV}
}

Detailed Results

Object detection and orientation estimation results. Results for object detection are given in terms of average precision (AP) and results for joint object detection and orientation estimation are provided in terms of average orientation similarity (AOS).


Benchmark Easy Moderate Hard
Car (Detection) 96.06 % 95.17 % 92.66 %
Car (Orientation) 96.03 % 95.01 % 92.41 %
Car (3D Detection) 88.51 % 80.97 % 76.74 %
Car (Bird's Eye View) 93.94 % 90.52 % 86.25 %
Pedestrian (Detection) 75.03 % 65.68 % 61.95 %
Pedestrian (Orientation) 67.96 % 58.63 % 54.77 %
Pedestrian (3D Detection) 54.65 % 48.36 % 44.98 %
Pedestrian (Bird's Eye View) 60.07 % 52.41 % 50.28 %
Cyclist (Detection) 82.60 % 74.52 % 66.04 %
Cyclist (Orientation) 82.08 % 73.62 % 65.27 %
Cyclist (3D Detection) 77.64 % 64.10 % 58.00 %
Cyclist (Bird's Eye View) 80.83 % 67.66 % 61.36 %
This table as LaTeX


2D object detection results.
This figure as: png eps pdf txt gnuplot



Orientation estimation results.
This figure as: png eps pdf txt gnuplot



3D object detection results.
This figure as: png eps pdf txt gnuplot



Bird's eye view results.
This figure as: png eps pdf txt gnuplot



2D object detection results.
This figure as: png eps pdf txt gnuplot



Orientation estimation results.
This figure as: png eps pdf txt gnuplot



3D object detection results.
This figure as: png eps pdf txt gnuplot



Bird's eye view results.
This figure as: png eps pdf txt gnuplot



2D object detection results.
This figure as: png eps pdf txt gnuplot



Orientation estimation results.
This figure as: png eps pdf txt gnuplot



3D object detection results.
This figure as: png eps pdf txt gnuplot



Bird's eye view results.
This figure as: png eps pdf txt gnuplot




eXTReMe Tracker