Method

An Improved Target Detection Method Based on Pointpillars [APDM]
[Anonymous Submission]

Submitted on 10 Apr. 2023 05:02 by
[Anonymous Submission]

Running time:0.7 s
Environment:1 core @ 2.5 Ghz (Python)

Method Description:
Our method is based on Pointpillars, introducing
attention modules, and data augmentation methods to
improve the accuracy of target detection.
Parameters:
batch_size=2.
NUM_GPUS=2
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) 92.91 % 91.07 % 87.90 %
Car (Orientation) 92.90 % 90.88 % 87.59 %
Car (3D Detection) 79.78 % 70.53 % 65.48 %
Car (Bird's Eye View) 88.37 % 87.09 % 83.46 %
Pedestrian (Detection) 61.99 % 51.08 % 48.24 %
Pedestrian (Orientation) 52.33 % 42.29 % 39.46 %
Pedestrian (3D Detection) 43.05 % 34.94 % 32.22 %
Pedestrian (Bird's Eye View) 50.19 % 41.66 % 39.04 %
Cyclist (Detection) 80.16 % 66.65 % 60.51 %
Cyclist (Orientation) 79.50 % 65.81 % 59.72 %
Cyclist (3D Detection) 70.38 % 54.22 % 48.14 %
Cyclist (Bird's Eye View) 77.56 % 61.49 % 54.83 %
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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