Method

MonoAFKD [MonoAFKD]


Submitted on 11 Nov. 2024 06:58 by
hj xu (ustb)

Running time:0.03 s
Environment:1 core @ 2.5 Ghz (C/C++)

Method Description:
MonoAFKD, a feature-aligned, multi-frequency
cross-modal distillation method comprising two key
modules: an Attention-based heterogeneous Feature
Alignment (AFA) module and a Wavelet based Multi-
Frequency Distillation (WMD) module. By spatially
aligning heterogeneous features and transferring
knowledge within the frequency domain, our method
promotes effective depth cue transfer, thereby
enhancing distillation efficiency.
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) 96.18 % 93.42 % 83.62 %
Car (Orientation) 95.99 % 93.11 % 83.13 %
Car (3D Detection) 26.07 % 19.06 % 16.85 %
Car (Bird's Eye View) 34.57 % 25.83 % 22.47 %
Pedestrian (Detection) 82.92 % 67.83 % 60.90 %
Pedestrian (Orientation) 75.23 % 60.39 % 53.94 %
Pedestrian (3D Detection) 17.15 % 11.32 % 9.94 %
Pedestrian (Bird's Eye View) 18.37 % 12.30 % 10.47 %
Cyclist (Detection) 74.42 % 54.77 % 48.08 %
Cyclist (Orientation) 64.39 % 46.76 % 41.36 %
Cyclist (3D Detection) 7.11 % 4.27 % 3.87 %
Cyclist (Bird's Eye View) 8.75 % 5.44 % 4.88 %
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