Method

Modeling and Learning Multiple Hypotheses for Monocular 3D Object Detection [MonoMH]
[Anonymous Submission]

Submitted on 25 Nov. 2024 15:10 by
[Anonymous Submission]

Running time:0.04 s
Environment:1 core @ 2.5 Ghz (Python)

Method Description:
A multi-hypothesis framework for monocular 3D
object detection. For uncertain objects such as
severely occluded or distant, MonoMH generates
multiple 3D bounding boxes to better overcome depth
ambiguity.
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) 91.02 % 82.77 % 71.66 %
Car (Orientation) 90.90 % 82.54 % 71.37 %
Car (3D Detection) 29.12 % 20.88 % 17.93 %
Car (Bird's Eye View) 37.85 % 28.06 % 24.53 %
Pedestrian (Detection) 73.25 % 55.19 % 50.19 %
Pedestrian (Orientation) 68.08 % 50.76 % 45.95 %
Pedestrian (3D Detection) 17.45 % 11.70 % 10.05 %
Pedestrian (Bird's Eye View) 18.63 % 12.70 % 11.06 %
Cyclist (Detection) 59.04 % 39.69 % 34.04 %
Cyclist (Orientation) 51.00 % 34.13 % 29.36 %
Cyclist (3D Detection) 7.32 % 4.62 % 4.23 %
Cyclist (Bird's Eye View) 9.21 % 5.92 % 5.30 %
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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