Method

Generalized Attention-based Task-synergized Estimation in 3D [GATE3D]
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Submitted on 20 Mar. 2025 04:00 by
Eunsoo Im (ajou)

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

Method Description:
monocamera 3D detector
Parameters:
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Latex Bibtex:
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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) 90.58 % 86.23 % 79.19 %
Car (Orientation) 90.42 % 85.73 % 78.52 %
Car (3D Detection) 26.07 % 18.85 % 16.76 %
Car (Bird's Eye View) 33.94 % 25.06 % 22.04 %
Pedestrian (Detection) 1.49 % 1.09 % 1.18 %
Pedestrian (Orientation) 1.15 % 0.80 % 0.86 %
Pedestrian (3D Detection) 0.12 % 0.15 % 0.15 %
Pedestrian (Bird's Eye View) 0.15 % 0.17 % 0.17 %
Cyclist (Detection) 0.00 % 0.68 % 0.83 %
Cyclist (Orientation) 0.00 % 0.26 % 0.44 %
Cyclist (3D Detection) 0.00 % 0.00 % 0.00 %
Cyclist (Bird's Eye View) 0.00 % 0.00 % 0.00 %
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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