Method

Atention Augmented Multi-View Fusion Net [AAMVFNet]
none

Submitted on 27 Oct. 2023 11:14 by
huang yuxiao (Sun-yatsun U)

Running time:0.04 s
Environment:GPU @ 2.5 Ghz (Python)

Method Description:
we abstract features from all cylindrical view, BEV
and raw point clouds. Furthermore, we organize a
multi-view features fusion layer to extract high-
level semantic features for refinement in the second
stage.
Parameters:
none
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) 95.89 % 94.53 % 91.98 %
Car (Orientation) 95.85 % 94.34 % 91.73 %
Car (3D Detection) 88.01 % 79.09 % 76.43 %
Car (Bird's Eye View) 92.31 % 88.36 % 85.81 %
Pedestrian (Detection) 63.13 % 52.73 % 50.44 %
Pedestrian (Orientation) 58.19 % 47.39 % 44.80 %
Pedestrian (3D Detection) 44.22 % 38.40 % 35.46 %
Pedestrian (Bird's Eye View) 49.38 % 43.29 % 40.33 %
Cyclist (Detection) 85.63 % 76.28 % 69.91 %
Cyclist (Orientation) 85.41 % 75.55 % 69.15 %
Cyclist (3D Detection) 81.50 % 66.91 % 59.47 %
Cyclist (Bird's Eye View) 84.47 % 70.52 % 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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