Method

SVFMamba3D: Foreground Encoding and State Variable Fusion-Based Mamba for 3D Detection [SVFMamba]
[Anonymous Submission]

Submitted on 24 Feb. 2025 09:17 by
[Anonymous Submission]

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

Method Description:
we introduce \ours, a novel approach that combines
foreground voxel selection with an advanced
regional-to-global sliding window strategy to
enhance 3D object detection. We also theoretically
demonstrate that integrating semantic and spatial
features through SASFMamba enhances the model's
capacity to capture non-causal interactions and
improve feature fusion.
Parameters:
N/A
Latex Bibtex:
N/A

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) 95.54 % 94.97 % 92.24 %
Car (Orientation) 95.51 % 94.84 % 92.03 %
Car (3D Detection) 86.41 % 77.88 % 72.90 %
Car (Bird's Eye View) 91.61 % 88.06 % 84.96 %
Pedestrian (Detection) 69.22 % 58.83 % 55.36 %
Pedestrian (Orientation) 65.47 % 54.57 % 50.98 %
Pedestrian (3D Detection) 55.13 % 45.60 % 42.94 %
Pedestrian (Bird's Eye View) 60.47 % 50.68 % 48.07 %
Cyclist (Detection) 83.71 % 75.00 % 68.71 %
Cyclist (Orientation) 83.36 % 74.33 % 68.05 %
Cyclist (3D Detection) 77.63 % 63.97 % 57.36 %
Cyclist (Bird's Eye View) 80.22 % 68.02 % 61.54 %
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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