Method

Dynamic Graph Transformer for 3D Object Detection [DGT-Det3D]
None

Submitted on 30 Jun. 2022 10:16 by
siyuan ren (zhejiang university)

Running time:0.02 s
Environment:1 core @ 2.5 Ghz (C/C++)

Method Description:
We propose the Dynamic Graph Transformer 3D object
detection network (DGT-Det3D), which can improve the
feature encoding capability and makes the learning
process concentrated on the more valuable foreground
data.
Parameters:
None
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) 96.20 % 94.55 % 91.74 %
Car (Orientation) 96.17 % 94.41 % 91.49 %
Car (3D Detection) 87.89 % 80.68 % 76.02 %
Car (Bird's Eye View) 92.57 % 88.41 % 85.50 %
Pedestrian (Detection) 66.53 % 56.89 % 54.39 %
Pedestrian (Orientation) 62.02 % 51.77 % 49.02 %
Pedestrian (3D Detection) 48.79 % 41.07 % 38.09 %
Pedestrian (Bird's Eye View) 54.25 % 46.59 % 44.15 %
Cyclist (Detection) 87.54 % 78.69 % 71.86 %
Cyclist (Orientation) 87.10 % 78.10 % 71.15 %
Cyclist (3D Detection) 78.06 % 64.80 % 58.08 %
Cyclist (Bird's Eye View) 81.26 % 69.47 % 61.88 %
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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