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

DDStereo: Efficient Dual Decoder Transformers for Stereo 3D Road Anomaly Detection [DDStereo]
https://github.com/shiyi-mu/DDStereo

Submitted on 12 Jul. 2025 07:50 by
mu shiyi (shanghai University)

Running time:0.024 s
Environment:GPU @ 2.5 Ghz (Python)

Method Description:
DDStereo: Efficient Dual Decoder Transformers for
Stereo 3D Road Anomaly Detection
Parameters:
null
Latex Bibtex:
@inproceedings{mu2026ddstereo,
title={DDStereo: Efficient Dual Decoder
Transformers for Stereo 3D Road Anomaly
Detection},
author={Mu, Shiyi and Gu, Zichong and Ai, Zhiqi
and Gao, Yilin and Xu, Shugong},
booktitle={European Conference on Computer
Vision},
pages={132--150},
year={2026},
organization={Springer}
}

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) 94.20 % 91.26 % 83.53 %
Car (Orientation) 94.03 % 90.81 % 82.87 %
Car (3D Detection) 62.40 % 43.96 % 36.14 %
Car (Bird's Eye View) 73.59 % 53.59 % 45.01 %
Pedestrian (Detection) 76.24 % 59.22 % 54.47 %
Pedestrian (Orientation) 66.51 % 50.74 % 46.22 %
Pedestrian (3D Detection) 32.14 % 21.92 % 19.43 %
Pedestrian (Bird's Eye View) 35.80 % 24.72 % 22.06 %
Cyclist (Detection) 67.08 % 46.01 % 41.08 %
Cyclist (Orientation) 51.22 % 34.60 % 31.16 %
Cyclist (3D Detection) 34.59 % 21.80 % 18.59 %
Cyclist (Bird's Eye View) 37.95 % 24.36 % 20.87 %
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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