Method

GraphAlign-Multi-Label [GraphAlign(ICCV2023)]
https://openaccess.thecvf.com/content/ICCV2023/html/Song_GraphAlign_Enhancing_Accurate_Feature_Alignment_by_Graph_matching_for_Multi-Modal_ICCV_2023_paper.html

Submitted on 26 May. 2023 06:58 by
Ziying Song (Beijing Jiaotong University)

Running time:0.03 s
Environment:GPU @ 2.0 Ghz (Python)

Method Description:
Song Z, Wei H, Bai L, et al. GraphAlign: Enhancing
accurate feature alignment by graph matching for
multi-modal 3D object detection.ICCV2023
Parameters:
K:9
Latex Bibtex:
@inproceedings{song2023graphalign,
title={GraphAlign: Enhancing accurate feature
alignment by graph matching for multi-modal 3D
object detection},
author={Song, Ziying and Wei, Haiyue and Bai,
Lin and Yang, Lei and Jia, Caiyan},
booktitle={Proceedings of the IEEE/CVF
International Conference on Computer Vision},
pages={3358--3369},
year={2023}
}

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) 98.06 % 94.87 % 92.47 %
Car (Orientation) 98.04 % 94.79 % 92.35 %
Car (3D Detection) 90.90 % 82.23 % 79.67 %
Car (Bird's Eye View) 94.46 % 90.73 % 88.34 %
Pedestrian (Detection) 55.17 % 48.47 % 46.68 %
Pedestrian (Orientation) 52.14 % 45.18 % 43.18 %
Pedestrian (3D Detection) 41.38 % 36.89 % 34.95 %
Pedestrian (Bird's Eye View) 46.61 % 41.95 % 40.05 %
Cyclist (Detection) 84.72 % 77.15 % 72.34 %
Cyclist (Orientation) 84.53 % 76.81 % 71.90 %
Cyclist (3D Detection) 78.42 % 64.43 % 58.71 %
Cyclist (Bird's Eye View) 80.71 % 69.43 % 63.57 %
This table as LaTeX


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



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



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



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



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



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



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



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



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



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



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



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




eXTReMe Tracker