Method

A Dynamic Mixture of SSM Experts Framework for 3D Point Cloud Detection [DynaMo3D]
[Anonymous Submission]

Submitted on 23 Oct. 2025 14:12 by
[Anonymous Submission]

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

Method Description:
DynaMo3D
Parameters:
DynaMo3D
Latex Bibtex:
DynaMo3D

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) 95.30 % 93.61 % 90.90 %
Car (Orientation) 95.28 % 93.47 % 90.66 %
Car (3D Detection) 85.69 % 76.98 % 72.01 %
Car (Bird's Eye View) 91.11 % 87.66 % 84.43 %
Pedestrian (Detection) 70.06 % 59.31 % 56.80 %
Pedestrian (Orientation) 66.15 % 54.90 % 52.10 %
Pedestrian (3D Detection) 53.92 % 44.73 % 41.41 %
Pedestrian (Bird's Eye View) 58.23 % 49.29 % 46.56 %
Cyclist (Detection) 83.74 % 70.61 % 65.06 %
Cyclist (Orientation) 83.52 % 70.26 % 64.63 %
Cyclist (3D Detection) 66.32 % 52.80 % 47.42 %
Cyclist (Bird's Eye View) 72.97 % 58.97 % 53.26 %
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