Method

Range View Augmented Fusion Network for Point-Based 3D Object Detection (latest version) [RAFDet]


Submitted on 24 Dec. 2023 08:59 by
Lin kitti (sysu)

Running time:0.01 s
Environment:1 core @ 2.5 Ghz (C/C++)

Method Description:
This is the latest version of RAFDet. We propose a
straightforward yet effective fusion network
termed RAFDet that combines the merits of raw
point and its range view to mitigate the sparsity
problem of point cloud, thus boosting the
detection performance. In particular, we introduce
a novel bidirectional attentive fusion module to
equip sparse points with interacted fine-grained
in-depth point features. Then, we devise the
range-view augmented fusion module to fully
exploit the supplementary relationship between
different perspectives with the aim of enhancing
original point view features. In the end, a
single-stage detection head is utilized to predict
final 3D bounding boxes based on the enhanced
semantics.
Parameters:
TBD
Latex Bibtex:
TBD

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) 95.70 % 93.18 % 90.40 %
Car (Orientation) 95.68 % 93.10 % 90.26 %
Car (3D Detection) 88.24 % 79.81 % 75.06 %
Car (Bird's Eye View) 92.29 % 89.05 % 84.35 %
Pedestrian (Detection) 67.85 % 57.89 % 55.67 %
Pedestrian (Orientation) 65.13 % 54.68 % 52.20 %
Pedestrian (3D Detection) 48.95 % 41.89 % 38.66 %
Pedestrian (Bird's Eye View) 55.20 % 47.80 % 45.34 %
Cyclist (Detection) 88.57 % 76.40 % 69.83 %
Cyclist (Orientation) 88.40 % 76.12 % 69.51 %
Cyclist (3D Detection) 82.25 % 65.36 % 58.75 %
Cyclist (Bird's Eye View) 84.92 % 70.99 % 62.93 %
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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