Important note: On September 7, 2026, the KITTI and KITTI-360 servers had to be restored to the backed-up state of August 7, 2026. Results within this period have to be resubmitted.

Method

PM-BDA [PM-BDA]
[Anonymous Submission]

Submitted on 9 Nov. 2026 12:34 by
[Anonymous Submission]

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

Method Description:
我们最终确立 以 SparseFusion (ICCV 2023) 为主干拓扑
宿主、吸收 DAL (ECCV 2024) 的梯度解耦训练机制、并将
激光编码器替换为 PillarNet (2D 柱状骨干) 的完整算法
框架,基于 MMDetection3D 实现
Parameters:
α=0.2
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) 94.22 % 90.16 % 87.19 %
Car (Orientation) 94.18 % 90.01 % 86.90 %
Car (3D Detection) 75.73 % 67.15 % 62.83 %
Car (Bird's Eye View) 85.65 % 81.80 % 77.38 %
Pedestrian (Detection) 46.29 % 37.05 % 35.04 %
Pedestrian (Orientation) 40.04 % 31.71 % 29.68 %
Pedestrian (3D Detection) 31.26 % 24.43 % 21.96 %
Pedestrian (Bird's Eye View) 35.82 % 28.06 % 26.11 %
Cyclist (Detection) 82.63 % 62.70 % 58.31 %
Cyclist (Orientation) 81.01 % 60.42 % 56.05 %
Cyclist (3D Detection) 62.26 % 44.29 % 40.25 %
Cyclist (Bird's Eye View) 70.62 % 51.78 % 46.92 %
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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