Method

Mixture of Adapters [MoAd]
not yet

Submitted on 3 Mar. 2026 06:15 by
Amir Hossein Karami Fini (University of isfahan)

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

Method Description:
usage of mixture of adapters
Parameters:
batch size 12
Latex Bibtex:
not yet

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) 96.49 % 95.33 % 90.52 %
Car (Orientation) 96.44 % 95.16 % 90.29 %
Car (3D Detection) 88.60 % 81.94 % 77.15 %
Car (Bird's Eye View) 92.90 % 89.13 % 86.25 %
Pedestrian (Detection) 69.64 % 59.77 % 55.83 %
Pedestrian (Orientation) 65.81 % 55.52 % 51.55 %
Pedestrian (3D Detection) 48.89 % 42.19 % 38.84 %
Pedestrian (Bird's Eye View) 54.20 % 46.19 % 43.85 %
Cyclist (Detection) 88.79 % 78.35 % 71.42 %
Cyclist (Orientation) 88.13 % 77.72 % 70.82 %
Cyclist (3D Detection) 78.52 % 65.21 % 57.48 %
Cyclist (Bird's Eye View) 81.71 % 69.29 % 62.66 %
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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