Method

Multimodal proposal complementary 3D object detection network [MPC3DNet]


Submitted on 24 Sep. 2024 14:30 by
zhang lihui (Guizhou university)

Running time:0.05 s
Environment:GPU @ 1.5 Ghz (Python)

Method Description:
We have designed a novel multimodal 3D object
detection network. We align the multimodal data in
the radar coordinate system and design the
corresponding encoding and fusion mechanisms to
achieve high-quality 3D object detection. Since
the manuscript is still under review, the
experimental content will not be introduced in
detail. After the manuscript is accepted, a link
will be attached.
Parameters:
learning rate=0.01; train_epochs=80;
Latex Bibtex:
none

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) 98.49 % 95.14 % 92.42 %
Car (Orientation) 98.48 % 95.03 % 92.24 %
Car (3D Detection) 92.19 % 82.52 % 77.55 %
Car (Bird's Eye View) 95.56 % 91.03 % 86.36 %
Pedestrian (Detection) 66.33 % 58.20 % 55.97 %
Pedestrian (Orientation) 63.60 % 54.92 % 52.36 %
Pedestrian (3D Detection) 44.88 % 40.31 % 37.53 %
Pedestrian (Bird's Eye View) 49.33 % 44.89 % 43.01 %
Cyclist (Detection) 88.19 % 81.73 % 75.09 %
Cyclist (Orientation) 88.04 % 81.24 % 74.58 %
Cyclist (3D Detection) 80.92 % 67.55 % 60.36 %
Cyclist (Bird's Eye View) 84.37 % 71.88 % 64.96 %
This table as LaTeX


2D object detection results.
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Orientation estimation results.
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3D object detection results.
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Bird's eye view results.
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2D object detection results.
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Orientation estimation results.
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3D object detection results.
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Bird's eye view results.
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2D object detection results.
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Orientation estimation results.
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3D object detection results.
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Bird's eye view results.
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