Method

MonoLTKD: Learning-Tailored Knowledge Distillation framework for Monocular 3D Object Detectio [MonoLTKD]


Submitted on 17 Nov. 2023 00:19 by
ShengYao Kuan (University of Washington)

Running time:0.04 s
Environment:1 core @ 2.5 Ghz (C/C++)

Method Description:
We propose a new KD framework for Mono3D that
tailors the LiDAR knowledge and facilitates
effective distillation between the camera-aware
teacher and the target-aware student
Parameters:
alpha=0.2
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) 93.84 % 83.31 % 77.95 %
Car (Orientation) 93.72 % 82.72 % 77.10 %
Car (3D Detection) 27.91 % 19.43 % 16.51 %
Car (Bird's Eye View) 38.75 % 27.76 % 24.14 %
Pedestrian (Detection) 54.33 % 38.60 % 34.12 %
Pedestrian (Orientation) 35.52 % 24.37 % 21.37 %
Pedestrian (3D Detection) 14.51 % 9.73 % 8.25 %
Pedestrian (Bird's Eye View) 17.74 % 11.85 % 10.26 %
Cyclist (Detection) 58.63 % 38.84 % 33.99 %
Cyclist (Orientation) 37.61 % 24.18 % 21.44 %
Cyclist (3D Detection) 11.44 % 6.38 % 5.29 %
Cyclist (Bird's Eye View) 13.73 % 8.25 % 7.01 %
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