Method

DA3D+KM3D+v2-99 [DA3D+KM3D+v2-99]
https://github.com/jiayisong/DA3D

Submitted on 17 Feb. 2024 12:48 by
贾 译凇 (哈尔滨工业大学)

Running time:0.120s
Environment:GPU @ 2.5 Ghz (Python)

Method Description:
DA3D+KM3D+v2-99
Parameters:
DA3D+KM3D+v2-99
Latex Bibtex:
@ARTICLE{10497146,
author={Jia, Yisong and Wang, Jue and Pan,
Huihui and Sun, Weichao},
journal={IEEE Transactions on Instrumentation
and Measurement},
title={Enhancing Monocular 3-D Object Detection
Through Data Augmentation Strategies},
year={2024},
volume={73},
number={},
pages={1-11},
keywords={Three-dimensional displays;Object
detection;Data augmentation;Task
analysis;Pipelines;Cameras;Detectors;Autonomous
driving;data augmentation;deep learning;monocular
3-D object detection},
doi={10.1109/TIM.2024.3387500}}

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) 0.00 % 0.00 % 0.00 %
Car (Orientation) 0.00 % 0.00 % 0.00 %
Car (3D Detection) 34.72 % 26.80 % 23.05 %
Car (Bird's Eye View) 44.27 % 34.88 % 30.29 %
Pedestrian (Detection) 0.00 % 0.00 % 0.00 %
Pedestrian (Orientation) 0.00 % 0.00 % 0.00 %
Pedestrian (3D Detection) 9.38 % 6.32 % 5.54 %
Pedestrian (Bird's Eye View) 10.32 % 7.06 % 6.10 %
Cyclist (Detection) 0.00 % 0.00 % 0.00 %
Cyclist (Orientation) 0.00 % 0.00 % 0.00 %
Cyclist (3D Detection) 8.58 % 5.11 % 4.48 %
Cyclist (Bird's Eye View) 9.73 % 5.82 % 4.88 %
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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