Method

Tensor Fused PartA^2 [TF-PartA2]
[Anonymous Submission]

Submitted on 9 Mar. 2024 07:06 by
[Anonymous Submission]

Running time:0.1 s
Environment:1 core @ 2.5 Ghz (Python + C/C++)

Method Description:
Enhance PartA2 model by Tensor Fused. Implemented
based on MMDetention3d v1.4.0.
Parameters:
8 attention head
Latex Bibtex:

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) 95.57 % 92.31 % 89.50 %
Car (Orientation) 95.34 % 91.78 % 88.82 %
Car (3D Detection) 86.65 % 76.39 % 71.67 %
Car (Bird's Eye View) 91.93 % 87.54 % 83.33 %
Pedestrian (Detection) 64.13 % 54.37 % 50.68 %
Pedestrian (Orientation) 60.42 % 50.50 % 46.90 %
Pedestrian (3D Detection) 47.93 % 39.63 % 37.16 %
Pedestrian (Bird's Eye View) 53.22 % 44.47 % 41.88 %
Cyclist (Detection) 87.04 % 75.48 % 69.43 %
Cyclist (Orientation) 86.86 % 74.98 % 68.78 %
Cyclist (3D Detection) 78.61 % 62.68 % 57.06 %
Cyclist (Bird's Eye View) 82.42 % 66.67 % 60.64 %
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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