Method

Point Assisted Sample Selection for PV-RCNN-PlusPlus-Anchor [PASS-PV-RCNN-Plus]


Submitted on 3 Jan. 2024 03:23 by
Haolin Zhang (Xi'an Jiaotong University)

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

Method Description:
Point Assisted Sample Selection for PV-RCNN-
PlusPlus(IJCV2023) with Anchor-based architecture
Parameters:
\tau =5
80% training (train set)
20% val (train set)
100% test
No TTA, No Tricks
Latex Bibtex:
@article{context,
title={Leveraging Anchor-based LiDAR 3D Object
Detection via Point Assisted Sample Selection},
author={Anonymous},
journal={will submit to computer vision
conference/journal},
year={2024}
}

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) 95.79 % 94.59 % 92.10 %
Car (Orientation) 95.77 % 94.45 % 91.89 %
Car (3D Detection) 87.65 % 81.28 % 76.79 %
Car (Bird's Eye View) 92.17 % 88.37 % 85.75 %
Pedestrian (Detection) 67.45 % 58.31 % 55.92 %
Pedestrian (Orientation) 63.49 % 53.82 % 51.30 %
Pedestrian (3D Detection) 47.66 % 41.95 % 38.90 %
Pedestrian (Bird's Eye View) 51.47 % 46.36 % 44.10 %
Cyclist (Detection) 86.26 % 79.22 % 72.68 %
Cyclist (Orientation) 86.15 % 78.82 % 72.28 %
Cyclist (3D Detection) 80.43 % 68.45 % 60.93 %
Cyclist (Bird's Eye View) 83.03 % 71.51 % 63.85 %
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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