Method

HINTED:Hard Instance Enhanced Detector with Mixed-Density Feature Fusion for Sparsely-Supervised [HINTED]
https://github.com/xmuqimingxia/HINTED

Submitted on 15 Nov. 2023 12:31 by
qiming xia (Xiamen University)

Running time:0.04 s
Environment:1 core @ 2.5 Ghz (C/C++)

Method Description:
Only use 2% cost of fully supervised annotation.
Parameters:
TBD
Latex Bibtex:
@inproceedings{xia2024hinted,
title={HINTED: Hard Instance Enhanced Detector
with Mixed-Density Feature Fusion for Sparsely-
Supervised 3D Object Detection},
author={Xia, Qiming and Ye, Wei and Wu, Hai and
Zhao, Shijia and Xing, Leyuan and Huang, Xun and
Deng, Jinhao and Li, Xin and Wen, Chenglu and
Wang, Cheng},
booktitle={Proceedings of the IEEE/CVF
Conference on Computer Vision and Pattern
Recognition},
pages={15321--15330},
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) 95.16 % 90.97 % 85.55 %
Car (Orientation) 93.97 % 89.41 % 83.95 %
Car (3D Detection) 84.00 % 74.13 % 67.03 %
Car (Bird's Eye View) 90.61 % 86.01 % 79.29 %
Pedestrian (Detection) 66.52 % 51.95 % 47.83 %
Pedestrian (Orientation) 62.13 % 47.84 % 43.71 %
Pedestrian (3D Detection) 47.33 % 37.75 % 34.10 %
Pedestrian (Bird's Eye View) 53.09 % 41.55 % 39.18 %
Cyclist (Detection) 86.76 % 80.04 % 73.45 %
Cyclist (Orientation) 86.59 % 79.73 % 73.13 %
Cyclist (3D Detection) 76.21 % 63.01 % 55.85 %
Cyclist (Bird's Eye View) 81.53 % 67.27 % 60.88 %
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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