Method

Multi-View Multi-Modal 3D Object Detector [MVMM]
https://github.com/shangjie-li/mvmm

Submitted on 2 Jun. 2022 10:55 by
Shangjie Li (Southeast University)

Running time:0.04 s
Environment:GPU @ 2.5 Ghz (Python + C/C++)

Method Description:
MVMM accepts the RGB image and point clouds as
multi-modal inputs and estimates 3D oriented
bounding boxes. It colors point clouds with the
RGB image and then thoroughly extracts features
from multiple views, including: the range view,
the point view and the bird’s eye view.
Parameters:
TBD
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) 95.76 % 94.47 % 89.98 %
Car (Orientation) 95.75 % 94.33 % 89.78 %
Car (3D Detection) 87.59 % 78.87 % 73.78 %
Car (Bird's Eye View) 92.17 % 88.70 % 85.47 %
Pedestrian (Detection) 65.69 % 56.72 % 54.54 %
Pedestrian (Orientation) 62.66 % 53.18 % 50.71 %
Pedestrian (3D Detection) 47.54 % 40.49 % 38.36 %
Pedestrian (Bird's Eye View) 53.75 % 46.84 % 44.87 %
Cyclist (Detection) 84.87 % 76.85 % 72.10 %
Cyclist (Orientation) 84.76 % 76.52 % 71.61 %
Cyclist (3D Detection) 77.82 % 64.81 % 58.79 %
Cyclist (Bird's Eye View) 81.84 % 70.17 % 63.84 %
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