Method

[la]A Network with Pseudo Segmentation and Mirror Symmetry for Autonomous Driving [PSMS-Net]
[Anonymous Submission]

Submitted on 10 Aug. 2023 01:58 by
[Anonymous Submission]

Running time:0.1 s
Environment:1 core @ 2.5 Ghz (C/C++)

Method Description:
A semantic segmentation pseudo-label generation
method is proposed to supervise the reverse
information transmission. The cascade structure is
implemented to refine the predictions. And the
foreground voxels are mirror symmetrically
reflected based on the predicted results, with the
mirror voxels contributing to the last detecting
stage.
Parameters:
lr=0.001,batchsize=12
Latex Bibtex:

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) 96.70 % 95.58 % 90.76 %
Car (Orientation) 96.67 % 95.42 % 90.54 %
Car (3D Detection) 90.88 % 82.02 % 77.37 %
Car (Bird's Eye View) 95.32 % 89.53 % 86.71 %
Pedestrian (Detection) 70.59 % 58.81 % 56.27 %
Pedestrian (Orientation) 66.04 % 54.07 % 51.24 %
Pedestrian (3D Detection) 51.44 % 43.82 % 41.52 %
Pedestrian (Bird's Eye View) 55.15 % 48.66 % 45.14 %
Cyclist (Detection) 88.76 % 80.10 % 73.27 %
Cyclist (Orientation) 88.39 % 79.46 % 72.63 %
Cyclist (3D Detection) 83.10 % 69.67 % 62.86 %
Cyclist (Bird's Eye View) 85.06 % 74.30 % 66.34 %
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